RANIntent v1 benchmark, results, and dataset card
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- LICENSE +13 -0
- README.md +281 -0
- data/ranbench/ranintent-v1/README.md +50 -0
- data/ranbench/ranintent-v1/RQ4/c21_contradictory/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c21_contradictory/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c21_fresh/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c21_fresh/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c21_noisy/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c21_noisy/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c21_stale/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c21_stale/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c3_contradictory/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c3_contradictory/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c3_fresh/dev.jsonl +60 -0
- data/ranbench/ranintent-v1/RQ4/c3_fresh/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c3_noisy/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c3_noisy/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c3_stale/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c3_stale/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c57_contradictory/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c57_contradictory/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c57_fresh/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c57_fresh/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c57_noisy/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c57_noisy/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c57_stale/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c57_stale/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c7_contradictory/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c7_contradictory/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c7_fresh/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c7_fresh/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c7_noisy/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c7_noisy/test.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c7_stale/dev.jsonl +0 -0
- data/ranbench/ranintent-v1/RQ4/c7_stale/test.jsonl +0 -0
- data/ranbench/ranintent-v1/_tuples/dev.jsonl +60 -0
- data/ranbench/ranintent-v1/_tuples/test.jsonl +0 -0
- data/ranbench/ranintent-v1/config.json +159 -0
- data/ranbench/ranintent-v1/manifest.json +87 -0
- data/ranbench/ranintent-v1/pool/c2c3_pool.jsonl +0 -0
- data/ranbench/ranintent-v1/provenance.json +6 -0
- data/ranbench/ranintent-v1/schemas/ranintent_v1_policy_type.json +138 -0
- data/ranbench/ranintent-v1/schemas/ranintent_v1_reading_rules.md +104 -0
- data/ranbench/ranintent-v1/schemas/ranintent_v1_truth.schema.json +215 -0
- data/ranbench/ranintent-v1/stats.json +422 -0
- data/ranbench/ranintent-v1/tuples/dev.jsonl +60 -0
- data/ranbench/ranintent-v1/tuples/test.jsonl +0 -0
- experiments/c1-interpretation/results/availability.csv +113 -0
- experiments/c1-interpretation/results/c1_latency_cdf_summary.csv +8 -0
- experiments/c1-interpretation/results/cell_count_curves.csv +113 -0
LICENSE
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The RANIntent v1 benchmark (data/ranbench/ranintent-v1/), the experiment results (experiments/), and the number
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ledger (experiments/paper_numbers.md) are licensed under the Creative Commons Attribution 4.0 International
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License (CC BY 4.0).
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Copyright (c) 2026 Delong Li, Xu Wang, Haochen Gong, Rui Lang, and Guangsheng Yu
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You may share and adapt this material for any purpose, provided that you give appropriate credit,
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link to the license, and indicate whether changes were made.
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Full license text: https://creativecommons.org/licenses/by/4.0/legalcode
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Third-party material is not covered: ns-3, 5G-LENA, the real-stack container images, and model weights keep the
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licenses of their publishers.
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README.md
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---
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license: cc-by-4.0
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language:
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- en
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pretty_name: "RANIntent v1"
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size_categories:
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- 1K<n<10K
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task_categories:
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- text-classification
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tags:
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- open-ran
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- ric
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- intent-based-networking
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- a1-policy
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- telemetry-grounding
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- decision-models
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- benchmark
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configs:
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- config_name: c3_fresh
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data_files:
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- split: test
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path: data/ranbench/ranintent-v1/RQ4/c3_fresh/test.jsonl
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- split: dev
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path: data/ranbench/ranintent-v1/RQ4/c3_fresh/dev.jsonl
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- config_name: c3_stale
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data_files:
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| 27 |
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- split: test
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| 28 |
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path: data/ranbench/ranintent-v1/RQ4/c3_stale/test.jsonl
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| 29 |
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- split: dev
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| 30 |
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path: data/ranbench/ranintent-v1/RQ4/c3_stale/dev.jsonl
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- config_name: c3_noisy
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data_files:
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| 33 |
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- split: test
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path: data/ranbench/ranintent-v1/RQ4/c3_noisy/test.jsonl
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- split: dev
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path: data/ranbench/ranintent-v1/RQ4/c3_noisy/dev.jsonl
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- config_name: c3_contradictory
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data_files:
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| 39 |
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- split: test
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path: data/ranbench/ranintent-v1/RQ4/c3_contradictory/test.jsonl
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- split: dev
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path: data/ranbench/ranintent-v1/RQ4/c3_contradictory/dev.jsonl
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- config_name: c7_fresh
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data_files:
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| 45 |
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- split: test
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path: data/ranbench/ranintent-v1/RQ4/c7_fresh/test.jsonl
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- split: dev
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| 48 |
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path: data/ranbench/ranintent-v1/RQ4/c7_fresh/dev.jsonl
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| 49 |
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- config_name: c7_stale
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data_files:
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| 51 |
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- split: test
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| 52 |
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path: data/ranbench/ranintent-v1/RQ4/c7_stale/test.jsonl
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| 53 |
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- split: dev
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| 54 |
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path: data/ranbench/ranintent-v1/RQ4/c7_stale/dev.jsonl
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| 55 |
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- config_name: c7_noisy
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| 56 |
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data_files:
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| 57 |
+
- split: test
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| 58 |
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path: data/ranbench/ranintent-v1/RQ4/c7_noisy/test.jsonl
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| 59 |
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- split: dev
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| 60 |
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path: data/ranbench/ranintent-v1/RQ4/c7_noisy/dev.jsonl
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- config_name: c7_contradictory
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data_files:
|
| 63 |
+
- split: test
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| 64 |
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path: data/ranbench/ranintent-v1/RQ4/c7_contradictory/test.jsonl
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| 65 |
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- split: dev
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| 66 |
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path: data/ranbench/ranintent-v1/RQ4/c7_contradictory/dev.jsonl
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- config_name: c21_fresh
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| 68 |
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data_files:
|
| 69 |
+
- split: test
|
| 70 |
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path: data/ranbench/ranintent-v1/RQ4/c21_fresh/test.jsonl
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| 71 |
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- split: dev
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| 72 |
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path: data/ranbench/ranintent-v1/RQ4/c21_fresh/dev.jsonl
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default: true
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- config_name: c21_stale
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| 75 |
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data_files:
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| 76 |
+
- split: test
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| 77 |
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path: data/ranbench/ranintent-v1/RQ4/c21_stale/test.jsonl
|
| 78 |
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- split: dev
|
| 79 |
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path: data/ranbench/ranintent-v1/RQ4/c21_stale/dev.jsonl
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| 80 |
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- config_name: c21_noisy
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| 81 |
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data_files:
|
| 82 |
+
- split: test
|
| 83 |
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path: data/ranbench/ranintent-v1/RQ4/c21_noisy/test.jsonl
|
| 84 |
+
- split: dev
|
| 85 |
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path: data/ranbench/ranintent-v1/RQ4/c21_noisy/dev.jsonl
|
| 86 |
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- config_name: c21_contradictory
|
| 87 |
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data_files:
|
| 88 |
+
- split: test
|
| 89 |
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path: data/ranbench/ranintent-v1/RQ4/c21_contradictory/test.jsonl
|
| 90 |
+
- split: dev
|
| 91 |
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path: data/ranbench/ranintent-v1/RQ4/c21_contradictory/dev.jsonl
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| 92 |
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- config_name: c57_fresh
|
| 93 |
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data_files:
|
| 94 |
+
- split: test
|
| 95 |
+
path: data/ranbench/ranintent-v1/RQ4/c57_fresh/test.jsonl
|
| 96 |
+
- split: dev
|
| 97 |
+
path: data/ranbench/ranintent-v1/RQ4/c57_fresh/dev.jsonl
|
| 98 |
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- config_name: c57_stale
|
| 99 |
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data_files:
|
| 100 |
+
- split: test
|
| 101 |
+
path: data/ranbench/ranintent-v1/RQ4/c57_stale/test.jsonl
|
| 102 |
+
- split: dev
|
| 103 |
+
path: data/ranbench/ranintent-v1/RQ4/c57_stale/dev.jsonl
|
| 104 |
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- config_name: c57_noisy
|
| 105 |
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data_files:
|
| 106 |
+
- split: test
|
| 107 |
+
path: data/ranbench/ranintent-v1/RQ4/c57_noisy/test.jsonl
|
| 108 |
+
- split: dev
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| 109 |
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path: data/ranbench/ranintent-v1/RQ4/c57_noisy/dev.jsonl
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| 110 |
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- config_name: c57_contradictory
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| 111 |
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data_files:
|
| 112 |
+
- split: test
|
| 113 |
+
path: data/ranbench/ranintent-v1/RQ4/c57_contradictory/test.jsonl
|
| 114 |
+
- split: dev
|
| 115 |
+
path: data/ranbench/ranintent-v1/RQ4/c57_contradictory/dev.jsonl
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| 116 |
+
---
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# RANIntent v1
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RANIntent v1 is a benchmark of natural-language intents for an O-RAN network. Each intent is paired with the A1 policy
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it expresses and with a KPM telemetry table that holds the network state. It was built for the paper
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> **Intent Interpretation at RIC Timescales: Jev Decision Models versus Large Language Models in 6G Open RAN**
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> Delong Li, Xu Wang, Haochen Gong, Rui Lang, and Guangsheng Yu. University of Technology Sydney.
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Code, evaluation harness, and reproduction instructions: **https://github.com/OniReimu/6G-JEV**
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This dataset repository holds the benchmark and the analysis results that the paper's numbers, figures, and tables
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are computed from. The directory layout is identical to the GitHub repository, so the files can be dropped into a
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clone of the code.
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## The task
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An interpreter reads the issuer, the intent text, and the telemetry table, and returns one policy of A1 policy type
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20001 with 9 fields, each set to one allowed value
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(`data/ranbench/ranintent-v1/schemas/ranintent_v1_policy_type.json`):
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| Field | Values |
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|---|---|
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| `action` | `prioritise`, `deprioritise`, `guarantee_share`, `cap_share`, `restrict_edge`, `relax_edge`, `set_latency_target`, `revert_default`, `unsupported` |
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| `class` | `emergency_video`, `mission_voice`, `factory_control`, `xr_gaming`, `video_streaming`, `iot_metering`, `analytics_offload`, `best_effort` |
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| `scope` | `all_cells`, `north_cluster`, `south_cluster`, `stadium`, `hospital_zone`, `most_loaded_cells`, `worst_edge_cells`, `unspecified` |
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| `target_cluster` | `north_cluster`, `south_cluster`, `stadium`, `hospital_zone`, `none` |
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| `priority` | `critical`, `high`, `normal`, `low`, `unspecified` |
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| `prb_share` | `10`, `20`, `30`, `50`, `70`, `unspecified` |
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| 146 |
+
| `edge_site` | `on_site`, `metro_edge`, `regional_cloud`, `any`, `unspecified` |
|
| 147 |
+
| `latency_target` | `5`, `10`, `20`, `50`, `100`, `unspecified` |
|
| 148 |
+
| `duration` | `until_revoked`, `15min`, `1h`, `event_end`, `unspecified` |
|
| 149 |
+
|
| 150 |
+
The reading rules given to every interpreter and to the verifier are in
|
| 151 |
+
`data/ranbench/ranintent-v1/schemas/ranintent_v1_reading_rules.md`. In a state-dependent case the scope is
|
| 152 |
+
`most_loaded_cells` or `worst_edge_cells`, the text names no cluster, and `target_cluster` is the cluster that contains
|
| 153 |
+
the extreme cell of the telemetry. The rules for stale, noisy, and contradictory telemetry decide which rows count.
|
| 154 |
+
The paper scores accuracy on `target_cluster`, the match of the actuated fields (`action`, `class`, `scope`,
|
| 155 |
+
`priority`), full-policy match, schema validity, and unsafe policies.
|
| 156 |
+
|
| 157 |
+
## Conditions
|
| 158 |
+
|
| 159 |
+
There are 16 conditions (one dataset config each). They share one set of label tuples and one intent
|
| 160 |
+
text per tuple, and differ only in the attached telemetry: 3, 7, 21, 57 cells, each
|
| 161 |
+
fresh, stale, noisy, contradictory. Each condition has a `test` split and a `dev` split. The last column is the median
|
| 162 |
+
`cl100k_base` token count of the telemetry table in the test split.
|
| 163 |
+
|
| 164 |
+
| Config | Cells | Telemetry | Test | Dev | Telemetry tokens (median) |
|
| 165 |
+
|---|---|---|---|---|---|
|
| 166 |
+
| `c3_fresh` | 3 | fresh | 300 | 60 | 117 |
|
| 167 |
+
| `c3_stale` | 3 | stale | 300 | 60 | 273 |
|
| 168 |
+
| `c3_noisy` | 3 | noisy | 300 | 60 | 157 |
|
| 169 |
+
| `c3_contradictory` | 3 | contradictory | 300 | 60 | 208 |
|
| 170 |
+
| `c7_fresh` | 7 | fresh | 300 | 60 | 208 |
|
| 171 |
+
| `c7_stale` | 7 | stale | 300 | 60 | 567 |
|
| 172 |
+
| `c7_noisy` | 7 | noisy | 300 | 60 | 248 |
|
| 173 |
+
| `c7_contradictory` | 7 | contradictory | 300 | 60 | 418 |
|
| 174 |
+
| `c21_fresh` | 21 | fresh | 300 | 60 | 527 |
|
| 175 |
+
| `c21_stale` | 21 | stale | 300 | 60 | 1597 |
|
| 176 |
+
| `c21_noisy` | 21 | noisy | 300 | 60 | 567 |
|
| 177 |
+
| `c21_contradictory` | 21 | contradictory | 300 | 60 | 1154 |
|
| 178 |
+
| `c57_fresh` | 57 | fresh | 300 | 60 | 1346 |
|
| 179 |
+
| `c57_stale` | 57 | stale | 300 | 60 | 4243 |
|
| 180 |
+
| `c57_noisy` | 57 | noisy | 300 | 60 | 1386 |
|
| 181 |
+
| `c57_contradictory` | 57 | contradictory | 300 | 60 | 3044 |
|
| 182 |
+
|
| 183 |
+
In every condition, 150 test cases are state-dependent and 150 name their
|
| 184 |
+
cluster (30 and 30 in dev). Development cases are meant only for
|
| 185 |
+
prompt checks.
|
| 186 |
+
|
| 187 |
+
```python
|
| 188 |
+
from datasets import load_dataset
|
| 189 |
+
ds = load_dataset("OniReimu/6G-JEV", "c21_fresh") # splits: test, dev
|
| 190 |
+
```
|
| 191 |
+
|
| 192 |
+
## Case format
|
| 193 |
+
|
| 194 |
+
The first test case of `c57_fresh`, with the telemetry table truncated and the issuer and meta fields shortened:
|
| 195 |
+
|
| 196 |
+
```json
|
| 197 |
+
{
|
| 198 |
+
"case_id": "ranintent_v1_test_0000",
|
| 199 |
+
"condition": "c57_fresh",
|
| 200 |
+
"n_cells": 57,
|
| 201 |
+
"quality": "fresh",
|
| 202 |
+
"split": "test",
|
| 203 |
+
"half": "state_dependent",
|
| 204 |
+
"issuer": {
|
| 205 |
+
"id": "operator",
|
| 206 |
+
"kind": "operator"
|
| 207 |
+
},
|
| 208 |
+
"text": "Trouble Ticket: Configure an end-to-end latency threshold of 10 ms for sensor and meter reporting data on cells where boundary user throughput is minimal.",
|
| 209 |
+
"telemetry": "KPM telemetry snapshot at 2026-10-03T18:36:39Z; 57 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-100,hospital_zone,67.5,470. [truncated]",
|
| 210 |
+
"truth": {
|
| 211 |
+
"action": "set_latency_target",
|
| 212 |
+
"class": "iot_metering",
|
| 213 |
+
"scope": "worst_edge_cells",
|
| 214 |
+
"target_cluster": "hospital_zone",
|
| 215 |
+
"priority": "unspecified",
|
| 216 |
+
"prb_share": "unspecified",
|
| 217 |
+
"edge_site": "unspecified",
|
| 218 |
+
"latency_target": "10",
|
| 219 |
+
"duration": "unspecified"
|
| 220 |
+
},
|
| 221 |
+
"meta": {
|
| 222 |
+
"wording_family": "operator ticket"
|
| 223 |
+
}
|
| 224 |
+
}
|
| 225 |
+
```
|
| 226 |
+
|
| 227 |
+
- `issuer`: the operator, or a tenant with the traffic classes it owns and whether it may set `critical` priority.
|
| 228 |
+
- `telemetry`: the KPM table, one or more rows per radio cell, each row naming its cell's cluster.
|
| 229 |
+
- `truth`: the policy, one value per field.
|
| 230 |
+
- `meta`: wording family, generator, verifier, and generation details.
|
| 231 |
+
|
| 232 |
+
## How the cases were made
|
| 233 |
+
|
| 234 |
+
1. Label tuples were sampled first, with balanced marginals per field (300 test and
|
| 235 |
+
60 development tuples, seed 20260925).
|
| 236 |
+
2. A generator model (Gemini-3.8-Flash) wrote one intent text per tuple in one of 6 wording families
|
| 237 |
+
(NOC chat message, email, exposure API request note, formal SLA clause, operator ticket, voice-assistant utterance).
|
| 238 |
+
3. A blind verifier (Claude-Opus-5.5, in a separate session) labelled each text with its telemetry table, without
|
| 239 |
+
seeing the tuple, using the same reading rules the interpreters get. A case was kept only when its labels matched
|
| 240 |
+
the tuple on every field. Lint checks rejected texts that name a cluster in a state-dependent case or contain field
|
| 241 |
+
names or option identifiers. Of 365 generated texts, 360 passed the lints and
|
| 242 |
+
360 were accepted. 296 of the 300
|
| 243 |
+
test tuples were accepted with their first text.
|
| 244 |
+
4. The telemetry tables of all conditions were built programmatically around two extreme cells per tuple, so the
|
| 245 |
+
target cluster is the same at every telemetry size.
|
| 246 |
+
|
| 247 |
+
The operator issues 175 of the 300 test intents and 40 of
|
| 248 |
+
the 60 development intents. 4 tenants issue the rest (test: civic_safety 38, lumen_media 38, axis_robotics 32, datacrest 17.
|
| 249 |
+
Dev: civic_safety 9, datacrest 4, lumen_media 4, axis_robotics 3). The generator and verifier of every case are in `meta.generator` and `meta.verifier` and
|
| 250 |
+
in `manifest.json`. Neither model is among the interpreters the paper evaluates.
|
| 251 |
+
|
| 252 |
+
## Other files
|
| 253 |
+
|
| 254 |
+
| Path | Content |
|
| 255 |
+
|---|---|
|
| 256 |
+
| `data/ranbench/ranintent-v1/RQ4/` | The 16 conditions, `test.jsonl` and `dev.jsonl` each |
|
| 257 |
+
| `data/ranbench/ranintent-v1/tuples/`, `_tuples/` | The label tuples of both splits, and the sampled tuples before text generation |
|
| 258 |
+
| `data/ranbench/ranintent-v1/pool/c2c3_pool.jsonl` | The 150 named-scope test intents of `c21_fresh` that the radio simulation and the real stack draw from |
|
| 259 |
+
| `data/ranbench/ranintent-v1/schemas/` | The A1 policy type, the truth schema, and the reading rules |
|
| 260 |
+
| `data/ranbench/ranintent-v1/config.json`, `manifest.json`, `provenance.json`, `stats.json`, `README.md` | Generation settings, generator and verifier with yields and file hashes, assembly record, telemetry statistics, and a description |
|
| 261 |
+
| `experiments/c1-interpretation/results/` | Interpretation layer: accuracy, validity, latency, fees, and energy per interpreter and condition, near-RT feasibility, hypothesis H3, the per-call ledger fields of the latency distribution, and the RQ3 load traces |
|
| 262 |
+
| `experiments/c2-closed-loop/results/` | Closed-loop radio simulation: controls, latency-only contrasts and hypotheses H1 and H2, radio KPIs, the RQ3 and RQ5 results, the run matrix, and the per-run selection |
|
| 263 |
+
| `experiments/c3-real-stack/results/` | Real A1 and E2 control path: path decomposition and per-intent records |
|
| 264 |
+
| `LICENSE` | CC BY 4.0 |
|
| 265 |
+
| `.gitattributes` | Git LFS patterns |
|
| 266 |
+
|
| 267 |
+
## Raw run records
|
| 268 |
+
|
| 269 |
+
The raw per-call and per-run records behind `experiments/*/results/` (interpretation ledgers, load traces, simulation
|
| 270 |
+
runs, and real-stack logs) will be added to `runs/` in this repository.
|
| 271 |
+
|
| 272 |
+
## Limitations
|
| 273 |
+
|
| 274 |
+
The intent texts were written and verified by language models, so their wording may favor phrasing that such models
|
| 275 |
+
parse easily. The blind agreement filter and the reading rules shared by the verifier and the interpreters limit
|
| 276 |
+
this effect. All texts are in English, and the network, tenants, and telemetry are synthetic.
|
| 277 |
+
|
| 278 |
+
## License
|
| 279 |
+
|
| 280 |
+
[CC BY 4.0](LICENSE). The code in the GitHub repository is under the MIT license, except the simulator patches, which
|
| 281 |
+
are GPL-2.0-only like the 5G-LENA code they modify.
|
data/ranbench/ranintent-v1/README.md
ADDED
|
@@ -0,0 +1,50 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# RANIntent v1
|
| 2 |
+
|
| 3 |
+
RANIntent v1 is a benchmark of natural-language intents for an O-RAN network, each paired with a typed policy truth and
|
| 4 |
+
a KPM telemetry table that holds the network state. One set of 300 test and 60 development label tuples, with one
|
| 5 |
+
intent text per tuple, serves 16 conditions that differ only in the attached telemetry: 3, 7, 21, or 57 cells, each
|
| 6 |
+
fresh, stale, noisy, or contradictory. Half of the test cases are state-dependent: the correct `target_cluster` follows
|
| 7 |
+
from the telemetry and the text never names it. The other half name their cluster and carry an action that the C2
|
| 8 |
+
simulation can actuate. The operator issues 175 of the 300 test intents and 40 of the 60 development intents. Four
|
| 9 |
+
tenants issue the rest (test: civic_safety 38, lumen_media 38, axis_robotics 32, datacrest 17. Dev: civic_safety 9,
|
| 10 |
+
lumen_media 4, datacrest 4, axis_robotics 3).
|
| 11 |
+
|
| 12 |
+
## How the cases were made
|
| 13 |
+
|
| 14 |
+
1. Label tuples were sampled first, with balanced marginals per field (`python -m src.ranbench.corpus.cli`).
|
| 15 |
+
2. A generator model (Gemini-3.8-Flash) wrote the intent text of each tuple.
|
| 16 |
+
3. A blind verifier (Claude-Opus-5.5, in a separate session) labelled each text with its telemetry table, without seeing
|
| 17 |
+
the tuple, using the same reading rules the interpreters get. A case was kept only when its labels matched the tuple
|
| 18 |
+
on every field. Lint checks rejected texts that name a cluster in a state-dependent case, contain field names or
|
| 19 |
+
option identifiers, are too short or long, or repeat the openings or 5-grams of other texts.
|
| 20 |
+
4. The telemetry tables of all 16 conditions were built programmatically around two extreme cells per tuple, so the
|
| 21 |
+
target cluster is the same at every telemetry size.
|
| 22 |
+
|
| 23 |
+
The generator and verifier of every case are recorded in `meta.generator` and `meta.verifier`, and in `manifest.json`.
|
| 24 |
+
Neither model is among the evaluated interpreters.
|
| 25 |
+
|
| 26 |
+
## Files
|
| 27 |
+
|
| 28 |
+
| Path | Content |
|
| 29 |
+
|---|---|
|
| 30 |
+
| `RQ4/<condition>/test.jsonl`, `dev.jsonl` | Evaluation and development cases (`c3_fresh` to `c57_contradictory`) |
|
| 31 |
+
| `tuples/`, `_tuples/` | The label tuples of both splits, and the sampled tuples before text generation |
|
| 32 |
+
| `pool/c2c3_pool.jsonl` | The 150 named-scope test intents of `c21_fresh` from which C2 and C3 draw |
|
| 33 |
+
| `schemas/` | The A1 policy type, the truth schema, and the reading rules given to interpreters and verifier |
|
| 34 |
+
| `config.json` | Seeds, splits, cell counts, telemetry qualities, issuers, and the mapping of the eight intent classes to the four simulated traffic classes |
|
| 35 |
+
| `manifest.json`, `provenance.json` | Generators, verifier, yields, and SHA-256 of every file |
|
| 36 |
+
| `stats.json` | Telemetry token counts and state-dependent shares per condition |
|
| 37 |
+
|
| 38 |
+
## Case format
|
| 39 |
+
|
| 40 |
+
```json
|
| 41 |
+
{"case_id": "ranintent_v1_test_0000", "condition": "c7_stale", "n_cells": 7, "quality": "stale", "split": "test",
|
| 42 |
+
"half": "state_dependent",
|
| 43 |
+
"issuer": {"id": "operator", "kind": "operator", "...": "..."},
|
| 44 |
+
"text": "Trouble Ticket: Configure an end-to-end latency threshold of 10 ms for sensor and meter reporting data on cells where boundary user throughput is minimal.",
|
| 45 |
+
"telemetry": "KPM telemetry snapshot at 2026-10-03T18:36:39Z; 7 cells\ncell_id,cluster,measured_at,prb_util_pct,...",
|
| 46 |
+
"truth": {"action": "set_latency_target", "class": "iot_metering", "scope": "worst_edge_cells",
|
| 47 |
+
"target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "unspecified",
|
| 48 |
+
"edge_site": "unspecified", "latency_target": "10", "duration": "unspecified"},
|
| 49 |
+
"meta": {"wording_family": "operator ticket", "...": "..."}}
|
| 50 |
+
```
|
data/ranbench/ranintent-v1/RQ4/c21_contradictory/dev.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
data/ranbench/ranintent-v1/RQ4/c21_contradictory/test.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
data/ranbench/ranintent-v1/RQ4/c21_fresh/dev.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
data/ranbench/ranintent-v1/RQ4/c21_fresh/test.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
data/ranbench/ranintent-v1/RQ4/c21_noisy/dev.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
data/ranbench/ranintent-v1/RQ4/c21_noisy/test.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
data/ranbench/ranintent-v1/RQ4/c21_stale/dev.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
data/ranbench/ranintent-v1/RQ4/c21_stale/test.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
data/ranbench/ranintent-v1/RQ4/c3_contradictory/dev.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
data/ranbench/ranintent-v1/RQ4/c3_contradictory/test.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
data/ranbench/ranintent-v1/RQ4/c3_fresh/dev.jsonl
ADDED
|
@@ -0,0 +1,60 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
| 1 |
+
{"case_id": "ranintent_v1_dev_0000", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Incident ticket: Revert heavy analytics batch ingestion traffic to standard operational baseline across the stadium cluster, invalidating preceding modifications.", "telemetry": "KPM telemetry snapshot at 2026-10-07T06:10:00Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-150,north_cluster,71.1,94.4,46.1,0.60\ncell-886,stadium,86.5,129.3,53.7,10.62\ncell-993,south_cluster,53.1,89.5,35.7,16.85\n", "truth": {"action": "revert_default", "class": "analytics_offload", "scope": "stadium", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "13907eb708fff1ea1eb7d7619a44a0c69f4d5eed333e94f45b85bf22c01f2a8c", "telemetry_sha256": "76de8fcaf4e51a1d9bd10de469f2307e7a69e1e3c2dbd6aa4583d002832e8296", "tokens_cl100k": {"telemetry": 117, "text": 25}, "extreme_cells": {"prb_util_pct": "cell-886", "edge_ue_thr_mbps": "cell-150"}, "decoy_cell": null}}
|
| 2 |
+
{"case_id": "ranintent_v1_dev_0001", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "NOC alert: For cells where cell-edge subscribers suffer the lowest data rates, bound compute hosting for general best-effort packets so it stays within a regional cloud facility for fifteen minutes.", "telemetry": "KPM telemetry snapshot at 2026-10-08T06:32:09Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-108,hospital_zone,92.3,462.0,54.3,20.23\ncell-225,north_cluster,16.8,102.6,21.7,16.20\ncell-926,south_cluster,26.1,490.8,22.3,1.94\n", "truth": {"action": "restrict_edge", "class": "best_effort", "scope": "worst_edge_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "regional_cloud", "latency_target": "unspecified", "duration": "15min"}, "meta": {"wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "e404630608fad31b7a16983a0a3052a8b792e8fcbda07969a4b248669d46413c", "telemetry_sha256": "809c82acecd80b28c55a9d0cceb80ff8ffb66a015633cc06d2969ca947bee702", "tokens_cl100k": {"telemetry": 118, "text": 37}, "extreme_cells": {"prb_util_pct": "cell-108", "edge_ue_thr_mbps": "cell-926"}, "decoy_cell": null, "rules_ignored_cluster": "south_cluster"}}
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| 3 |
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{"case_id": "ranintent_v1_dev_0002", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "The carrier shall de-escalate the queue precedence of municipal emergency streaming video feeds, including wearable cameras and vehicle-mounted feeds, to a subordinate tier on all access nodes experiencing extreme traffic volume for the entire duration of the active situation.", "telemetry": "KPM telemetry snapshot at 2026-10-04T11:05:45Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-531,north_cluster,29.8,50.4,29.8,1.42\ncell-963,stadium,34.0,202.6,27.9,21.23\ncell-989,south_cluster,89.9,516.1,51.0,5.28\n", "truth": {"action": "deprioritise", "class": "emergency_video", "scope": "most_loaded_cells", "target_cluster": "south_cluster", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "c6fa6034e99ee2952dd2fcece0f900c8d07a71e47aa31522a32b112bd77506f6", "telemetry_sha256": "b202882520814881dcb3c0c07e308144805193b431ef001ba321119836e88c0f", "tokens_cl100k": {"telemetry": 117, "text": 46}, "extreme_cells": {"prb_util_pct": "cell-989", "edge_ue_thr_mbps": "cell-531"}, "decoy_cell": null, "rules_ignored_cluster": "south_cluster"}}
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| 4 |
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{"case_id": "ranintent_v1_dev_0003", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "axis_robotics", "kind": "tenant", "display_name": "Axis Robotics", "owned_classes": ["factory_control", "iot_metering"], "may_set_critical": false}, "text": "Exposure note from Axis Robotics: Cap our low-rate sensor and meter reporting traffic at a maximum of 70 percent of available radio resources on cells where fringe users face lowest throughput, valid for 15 minutes.", "telemetry": "KPM telemetry snapshot at 2026-10-18T19:19:45Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-348,north_cluster,88.1,268.4,59.0,10.34\ncell-584,hospital_zone,24.7,355.5,25.0,25.41\ncell-888,south_cluster,45.0,437.6,39.9,1.58\n", "truth": {"action": "cap_share", "class": "iot_metering", "scope": "worst_edge_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "70", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "255e7d59b7098a8d2032e62ee57dfea73ac08843dd488b3210993852bd883ea4", "telemetry_sha256": "5f74e2d67e2600ffa6f44d248942831c2aa140cc7f53705e024af2782b6234f4", "tokens_cl100k": {"telemetry": 118, "text": 42}, "extreme_cells": {"prb_util_pct": "cell-348", "edge_ue_thr_mbps": "cell-888"}, "decoy_cell": null, "rules_ignored_cluster": "south_cluster"}}
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| 5 |
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{"case_id": "ranintent_v1_dev_0004", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hey assistant, set the priority for sensor telemetry and smart meter reports to low across the north cluster until the active incident terminates.", "telemetry": "KPM telemetry snapshot at 2026-10-08T19:34:55Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-303,stadium,86.2,287.0,58.9,20.43\ncell-609,south_cluster,52.8,522.0,43.9,28.28\ncell-827,north_cluster,20.6,223.4,26.7,1.17\n", "truth": {"action": "deprioritise", "class": "iot_metering", "scope": "north_cluster", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "152de8bdc15776c793b1bed20ba41de9fe3e2659c623fd26b177e8a1f9b7e676", "telemetry_sha256": "b97414ba692ca095a9e9ba6241effef74ae52aded1719b010ac8fe0533ec9a93", "tokens_cl100k": {"telemetry": 117, "text": 25}, "extreme_cells": {"prb_util_pct": "cell-303", "edge_ue_thr_mbps": "cell-827"}, "decoy_cell": null}}
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| 6 |
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{"case_id": "ranintent_v1_dev_0005", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hello team, on cells that are currently experiencing peak congestion, please restrict consumer video streaming to a maximum ceiling of 50 percent of total radio resources. This throttle should remain active for fifteen minutes.", "telemetry": "KPM telemetry snapshot at 2026-10-18T14:38:27Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-592,north_cluster,88.3,246.1,53.7,3.88\ncell-771,stadium,42.1,146.1,28.1,0.44\ncell-895,south_cluster,23.8,498.8,22.2,25.93\n", "truth": {"action": "cap_share", "class": "video_streaming", "scope": "most_loaded_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "50", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "c4348a5e95e53ed4afc6e18693284b5975ce7460a1626663fc0d1cd19cfd71fe", "telemetry_sha256": "cf804d3e354cc0e19373b819c6cd1db71f4e8c2d2f5379a6a9e55a51daa0806f", "tokens_cl100k": {"telemetry": 117, "text": 39}, "extreme_cells": {"prb_util_pct": "cell-592", "edge_ue_thr_mbps": "cell-771"}, "decoy_cell": null, "rules_ignored_cluster": "north_cluster"}}
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| 7 |
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{"case_id": "ranintent_v1_dev_0006", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "Ticket #8412: Permit workload offloading for emergency responder push-to-talk audio services to extend up to regional cloud facilities on sectors where boundary user throughput is severely degraded, keeping this rule effective indefinitely until manually cancelled.", "telemetry": "KPM telemetry snapshot at 2026-10-11T17:28:58Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-258,south_cluster,64.3,478.6,42.3,0.48\ncell-544,north_cluster,50.7,117.8,33.6,18.73\ncell-813,hospital_zone,90.7,94.1,56.1,20.59\n", "truth": {"action": "relax_edge", "class": "mission_voice", "scope": "worst_edge_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "regional_cloud", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "ddb7f8b21fdcc4912a119e3f5097bc07c8c96c7db2baaca936497f71babd177c", "telemetry_sha256": "3e194560351d45adb0a1119cd122f7e89abc167e342771a70b6031d63a48728d", "tokens_cl100k": {"telemetry": 118, "text": 43}, "extreme_cells": {"prb_util_pct": "cell-813", "edge_ue_thr_mbps": "cell-258"}, "decoy_cell": null, "rules_ignored_cluster": "south_cluster"}}
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| 8 |
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{"case_id": "ranintent_v1_dev_0007", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Ops team: push interactive XR gaming traffic up to top-tier urgent scheduling across north cluster nodes immediately.", "telemetry": "KPM telemetry snapshot at 2026-10-12T19:30:53Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-671,north_cluster,68.5,595.5,48.3,16.09\ncell-792,hospital_zone,89.9,371.7,52.1,25.20\ncell-897,stadium,61.9,52.5,42.3,0.45\n", "truth": {"action": "prioritise", "class": "xr_gaming", "scope": "north_cluster", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "c4353644836b0c4980120467a47741395abfaef8eb1eed5aaf0b2bc9f0197cdf", "telemetry_sha256": "68246de0dfa58664a3bcc8bf38f83be418ea686c780f09af9f0325f4c5c6a4da", "tokens_cl100k": {"telemetry": 117, "text": 20}, "extreme_cells": {"prb_util_pct": "cell-792", "edge_ue_thr_mbps": "cell-897"}, "decoy_cell": null}}
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| 9 |
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{"case_id": "ranintent_v1_dev_0008", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "axis_robotics", "kind": "tenant", "display_name": "Axis Robotics", "owned_classes": ["factory_control", "iot_metering"], "may_set_critical": false}, "text": "Axis Robotics stipulates that scheduling precedence for its automated machinery feedback transmissions shall be downgraded to a minor tier throughout the stadium cell sector.", "telemetry": "KPM telemetry snapshot at 2026-10-22T11:25:19Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-607,north_cluster,41.7,496.4,35.4,33.60\ncell-655,south_cluster,93.7,435.7,58.7,33.62\ncell-735,stadium,74.8,643.3,44.3,1.00\n", "truth": {"action": "deprioritise", "class": "factory_control", "scope": "stadium", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "ce75e276ce900bcf85205e47688fba5aed56cd8ff23ab5e347117671f2330858", "telemetry_sha256": "a73b162e8b8775cce426cc6d241357a9429326f27bd81be9169c6febaee6cfa1", "tokens_cl100k": {"telemetry": 117, "text": 27}, "extreme_cells": {"prb_util_pct": "cell-655", "edge_ue_thr_mbps": "cell-735"}, "decoy_cell": null}}
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| 10 |
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{"case_id": "ranintent_v1_dev_0009", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "API request: Demote emergency responder live video feeds from ambulance and officer cameras to normal priority in the hospital zone for the duration of the current event.", "telemetry": "KPM telemetry snapshot at 2026-10-21T09:49:07Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-222,stadium,48.5,120.8,42.2,28.06\ncell-415,south_cluster,70.1,278.6,41.1,1.44\ncell-814,hospital_zone,94.5,408.1,58.0,4.85\n", "truth": {"action": "deprioritise", "class": "emergency_video", "scope": "hospital_zone", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "22fdd2ac039edd132e3595f9163589cc27f16279743f2288fecdd549b4c8ed0c", "telemetry_sha256": "acb037a06228f47d474f56b8dd95540bd7d45772126438bfe87b2efe973a8371", "tokens_cl100k": {"telemetry": 117, "text": 30}, "extreme_cells": {"prb_util_pct": "cell-814", "edge_ue_thr_mbps": "cell-415"}, "decoy_cell": null}}
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| 11 |
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{"case_id": "ranintent_v1_dev_0010", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "Please step down our emergency ambulance and body camera video feeds to normal priority in the hospital zone for the next fifteen minutes.", "telemetry": "KPM telemetry snapshot at 2026-10-03T11:29:35Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-150,hospital_zone,69.1,212.4,42.8,0.93\ncell-507,stadium,86.7,423.6,57.9,33.84\ncell-958,north_cluster,41.6,399.8,34.9,29.91\n", "truth": {"action": "deprioritise", "class": "emergency_video", "scope": "hospital_zone", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "0ea451bb7c21c1aad7d3a9bcad3affdced5526247f506d89066406f518a4d2b9", "telemetry_sha256": "23cf931691c2ce6e2d6135eb7cbdf6e391732d8dbddee8d7a81bb32ac2e652ae", "tokens_cl100k": {"telemetry": 117, "text": 24}, "extreme_cells": {"prb_util_pct": "cell-507", "edge_ue_thr_mbps": "cell-150"}, "decoy_cell": null}}
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| 12 |
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{"case_id": "ranintent_v1_dev_0011", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "datacrest", "kind": "tenant", "display_name": "Datacrest Analytics", "owned_classes": ["analytics_offload"], "may_set_critical": false}, "text": "Hello RAN Operations, Datacrest requests demoting the transmission scheduling tier of our bulk edge analytics ingress feeds down to normal standing for any radio units where cell-boundary device throughput is at its minimum. Please enforce this deprioritization for the next fifteen minutes.", "telemetry": "KPM telemetry snapshot at 2026-10-03T11:58:56Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-296,north_cluster,29.2,469.3,20.7,1.92\ncell-390,hospital_zone,66.3,324.4,49.4,17.82\ncell-680,stadium,93.0,639.9,61.8,6.69\n", "truth": {"action": "deprioritise", "class": "analytics_offload", "scope": "worst_edge_cells", "target_cluster": "north_cluster", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "727e39a8de11f4025b7c0c15e3794760376dc92e4aaffff3361c0fc4b9a6e494", "telemetry_sha256": "ce11b48c7b457f3206c45299602540f34275417a50c7bcb4eed10160d98198cd", "tokens_cl100k": {"telemetry": 117, "text": 53}, "extreme_cells": {"prb_util_pct": "cell-680", "edge_ue_thr_mbps": "cell-296"}, "decoy_cell": null, "rules_ignored_cluster": "north_cluster"}}
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| 13 |
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{"case_id": "ranintent_v1_dev_0012", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "axis_robotics", "kind": "tenant", "display_name": "Axis Robotics", "owned_classes": ["factory_control", "iot_metering"], "may_set_critical": false}, "text": "Ticket request from Axis Robotics: Discontinue ongoing overrides and restore factory default handling for automated robotic feedback loops operating in the north sector.", "telemetry": "KPM telemetry snapshot at 2026-10-26T15:25:08Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-262,south_cluster,17.0,233.9,25.0,1.51\ncell-590,north_cluster,89.4,75.0,62.1,33.22\ncell-988,hospital_zone,34.2,123.0,26.3,30.95\n", "truth": {"action": "revert_default", "class": "factory_control", "scope": "north_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "bf470198e9c5f071fc91bb47424df8a9eb77a2e78fbd446267237519561b8150", "telemetry_sha256": "1a16fe76cf40ad31a88fe20176c7dba670019a9f6b605d7ffeffe7bd6de4ef05", "tokens_cl100k": {"telemetry": 118, "text": 26}, "extreme_cells": {"prb_util_pct": "cell-590", "edge_ue_thr_mbps": "cell-262"}, "decoy_cell": null}}
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| 14 |
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{"case_id": "ranintent_v1_dev_0013", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "@ops-team: escalate scheduling order for IoT sensing and smart metering telemetry to top-tier urgent status across the northern cell group until the ongoing incident wraps up.", "telemetry": "KPM telemetry snapshot at 2026-10-12T20:59:31Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-277,hospital_zone,89.7,66.8,58.2,8.64\ncell-529,stadium,64.4,410.8,43.1,0.50\ncell-554,north_cluster,41.7,535.9,36.6,31.28\n", "truth": {"action": "prioritise", "class": "iot_metering", "scope": "north_cluster", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "df0effee257654cf3f81d162a0aa590e5e4ddce7f30c4a89822b92568a6bfc63", "telemetry_sha256": "833ee0dd993bcab2467a1a81cdb31592c8098364c0bc8910b937e920eed7554a", "tokens_cl100k": {"telemetry": 117, "text": 32}, "extreme_cells": {"prb_util_pct": "cell-277", "edge_ue_thr_mbps": "cell-529"}, "decoy_cell": null}}
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| 15 |
+
{"case_id": "ranintent_v1_dev_0014", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "lumen_media", "kind": "tenant", "display_name": "Lumen Media", "owned_classes": ["video_streaming", "xr_gaming"], "may_set_critical": false}, "text": "Pursuant to the service agreement, Lumen Media authorizes the operator to reduce the queue ranking for interactive cloud gaming and XR traffic to low priority across the stadium cluster for fifteen minutes.", "telemetry": "KPM telemetry snapshot at 2026-10-14T21:15:19Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-149,south_cluster,90.8,71.7,60.1,20.87\ncell-813,stadium,53.0,59.6,34.3,1.69\ncell-940,north_cluster,28.4,77.9,28.0,16.76\n", "truth": {"action": "deprioritise", "class": "xr_gaming", "scope": "stadium", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "fa69c9cba29c92e4f9db6ff48fecd21b5d6a088122c42d3aab8406bccf73eb52", "telemetry_sha256": "872ca686e7b952f67cf23764ec00b68edf335b4c79d6f1ff0fbfe69ac8bed338", "tokens_cl100k": {"telemetry": 117, "text": 38}, "extreme_cells": {"prb_util_pct": "cell-149", "edge_ue_thr_mbps": "cell-813"}, "decoy_cell": null}}
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| 16 |
+
{"case_id": "ranintent_v1_dev_0015", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Exposure request: Revert emergency service video streams, including bodycam feeds, back to standard baseline QoS on the most congested cells, clearing prior overrides.", "telemetry": "KPM telemetry snapshot at 2026-10-16T16:28:34Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-387,stadium,86.5,550.8,51.0,20.72\ncell-856,north_cluster,25.7,50.6,23.1,32.13\ncell-866,south_cluster,67.3,451.9,42.1,1.52\n", "truth": {"action": "revert_default", "class": "emergency_video", "scope": "most_loaded_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "5d4d9a749b72d07066dd08c0127f86ad3b319e723eb906079c6fe7775e2dadf7", "telemetry_sha256": "dd09fe19f506e8b1dfed52afbc00f92f75ca7b81eac415b3b19d00d562d0a917", "tokens_cl100k": {"telemetry": 117, "text": 33}, "extreme_cells": {"prb_util_pct": "cell-387", "edge_ue_thr_mbps": "cell-866"}, "decoy_cell": null, "rules_ignored_cluster": "stadium"}}
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| 17 |
+
{"case_id": "ranintent_v1_dev_0016", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Assistant, elevate scheduling for bulk analytics uploads to high priority in the hospital zone until revoked.", "telemetry": "KPM telemetry snapshot at 2026-10-18T12:02:29Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-366,north_cluster,67.6,644.3,50.9,12.36\ncell-402,stadium,93.9,109.2,57.7,33.70\ncell-453,hospital_zone,62.5,300.0,39.0,1.49\n", "truth": {"action": "prioritise", "class": "analytics_offload", "scope": "hospital_zone", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "e30efd7f50767bd90e26fb809ede5a33b3b671277ac59c38c80c56202301c8a0", "telemetry_sha256": "e59eb2be3a222418be96ff0280e16f2f05d5d16f7f17fc129032c88f665924b5", "tokens_cl100k": {"telemetry": 117, "text": 18}, "extreme_cells": {"prb_util_pct": "cell-402", "edge_ue_thr_mbps": "cell-453"}, "decoy_cell": null}}
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| 18 |
+
{"case_id": "ranintent_v1_dev_0017", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hi team, please elevate the transmission priority of bulk edge analytics upload streams to high status across the hospital zone. This preference should remain effective for a one-hour window.", "telemetry": "KPM telemetry snapshot at 2026-10-03T14:35:22Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-353,hospital_zone,92.6,106.6,64.1,16.53\ncell-618,south_cluster,78.9,603.1,47.3,23.46\ncell-662,north_cluster,22.1,462.4,26.1,1.87\n", "truth": {"action": "prioritise", "class": "analytics_offload", "scope": "hospital_zone", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "4e4060f4787a22b0fd9d25df5d85c9b00c3e82f6d8c3d3231adbc230c0f497ca", "telemetry_sha256": "251a16403fbdf5bcfb616cfc8f3c1f579c453e56c8593d9725cbc5370b02cf8c", "tokens_cl100k": {"telemetry": 118, "text": 33}, "extreme_cells": {"prb_util_pct": "cell-353", "edge_ue_thr_mbps": "cell-662"}, "decoy_cell": null}}
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| 19 |
+
{"case_id": "ranintent_v1_dev_0018", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Service Request: Throttle down regular background traffic to standard nominal queue priority across the hospital zone for a fifteen-minute duration.", "telemetry": "KPM telemetry snapshot at 2026-10-12T07:03:32Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-348,stadium,27.0,347.5,25.8,0.60\ncell-397,hospital_zone,94.1,571.1,58.6,20.35\ncell-686,north_cluster,51.8,426.8,36.7,23.76\n", "truth": {"action": "deprioritise", "class": "best_effort", "scope": "hospital_zone", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "0ea4559cf5c5cdaa9b08adc754b1498c8a39cebf7f9ba438219da0a1658c9405", "telemetry_sha256": "e645f54c2e610e4162bfa6f67e76c168d4e96171f0700917cbf88b0ac73be5c5", "tokens_cl100k": {"telemetry": 117, "text": 24}, "extreme_cells": {"prb_util_pct": "cell-397", "edge_ue_thr_mbps": "cell-348"}, "decoy_cell": null}}
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| 20 |
+
{"case_id": "ranintent_v1_dev_0019", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "@all, let's bump general best-effort internet traffic to high scheduling priority across the stadium cluster.", "telemetry": "KPM telemetry snapshot at 2026-10-10T13:52:53Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-110,hospital_zone,35.6,632.1,29.7,20.28\ncell-326,north_cluster,94.1,443.2,60.4,13.51\ncell-333,stadium,53.7,220.1,41.4,1.75\n", "truth": {"action": "prioritise", "class": "best_effort", "scope": "stadium", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "3e624d7b3285822d250e0c81b57d6517565492c9ef35edc9bbfca3a383cac787", "telemetry_sha256": "930728cbd5dd062afd716e84d1e5d507dca99e6abcaa602c7415605eb7084bb7", "tokens_cl100k": {"telemetry": 117, "text": 21}, "extreme_cells": {"prb_util_pct": "cell-326", "edge_ue_thr_mbps": "cell-333"}, "decoy_cell": null}}
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| 21 |
+
{"case_id": "ranintent_v1_dev_0020", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "datacrest", "kind": "tenant", "display_name": "Datacrest Analytics", "owned_classes": ["analytics_offload"], "may_set_critical": false}, "text": "Datacrest Analytics mandates that the network shall guarantee an allocation of no less than thirty percent of physical transmission blocks to edge analytics batch ingestion streams across all access nodes where edge devices suffer the poorest data rates.", "telemetry": "KPM telemetry snapshot at 2026-10-26T12:36:05Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-828,south_cluster,68.4,351.9,43.7,0.62\ncell-938,hospital_zone,93.4,223.6,54.8,30.75\ncell-946,stadium,65.2,599.9,45.8,5.60\n", "truth": {"action": "guarantee_share", "class": "analytics_offload", "scope": "worst_edge_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "30", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "2cf5219927f2eb6046f98f0f7bee1eb2df1b73dbc65e867507460d3d30b5fffe", "telemetry_sha256": "01c18a621bc21b3faefcdb7d777d90a5621c927313f9312a66ac5ab082445d58", "tokens_cl100k": {"telemetry": 117, "text": 40}, "extreme_cells": {"prb_util_pct": "cell-938", "edge_ue_thr_mbps": "cell-828"}, "decoy_cell": null, "rules_ignored_cluster": "south_cluster"}}
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| 22 |
+
{"case_id": "ranintent_v1_dev_0021", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "Exposure note: Civic Safety Agency requires dedicating at least 20 percent of radio resource blocks to first-responder voice talkgroups across cells suffering peak congestion for one hour.", "telemetry": "KPM telemetry snapshot at 2026-10-10T16:59:24Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-152,stadium,90.5,61.8,52.8,21.77\ncell-187,hospital_zone,20.6,522.4,21.3,8.69\ncell-670,north_cluster,39.2,386.3,32.6,0.65\n", "truth": {"action": "guarantee_share", "class": "mission_voice", "scope": "most_loaded_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "20", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "0ac888b03e80befcb5afd8f541197810d0d2e9b8ede3f67781de950f3400b1ad", "telemetry_sha256": "97d10f2acdbdf60ad2133b2d03e5440cc67e9018091d2a5ef6ce6285c3f36085", "tokens_cl100k": {"telemetry": 117, "text": 35}, "extreme_cells": {"prb_util_pct": "cell-152", "edge_ue_thr_mbps": "cell-670"}, "decoy_cell": null, "rules_ignored_cluster": "stadium"}}
|
| 23 |
+
{"case_id": "ranintent_v1_dev_0022", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Reduce the dispatch rank of unclassified background internet traffic down to standard baseline in the most congested towers until the active incident concludes.", "telemetry": "KPM telemetry snapshot at 2026-10-16T16:37:14Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-472,north_cluster,18.1,612.7,24.0,17.53\ncell-625,south_cluster,27.6,645.5,30.4,0.96\ncell-908,stadium,92.3,597.8,63.2,6.76\n", "truth": {"action": "deprioritise", "class": "best_effort", "scope": "most_loaded_cells", "target_cluster": "stadium", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "bf209de1f09b8df58db6bcd91c146751d66f67a915093024e01d2212028bf8c6", "telemetry_sha256": "2ecbbb12ff58809f45998fe544e6c3615b1da19d08f9af3ca938555655e6f75c", "tokens_cl100k": {"telemetry": 117, "text": 26}, "extreme_cells": {"prb_util_pct": "cell-908", "edge_ue_thr_mbps": "cell-625"}, "decoy_cell": null, "rules_ignored_cluster": "stadium"}}
|
| 24 |
+
{"case_id": "ranintent_v1_dev_0023", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hi operations team, please reduce the scheduling rank of consumer video streaming packets to normal priority in the north cluster. Keep this policy configuration in effect until further notice.", "telemetry": "KPM telemetry snapshot at 2026-10-03T07:43:41Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-210,hospital_zone,70.2,185.4,51.4,1.11\ncell-481,stadium,92.1,468.5,60.0,34.25\ncell-914,north_cluster,26.0,272.9,28.4,21.82\n", "truth": {"action": "deprioritise", "class": "video_streaming", "scope": "north_cluster", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "812f9e3b530ba0a4a3007f55e943fc135350f388c87fe78c2587b39d322d7697", "telemetry_sha256": "50f4f296178a7cb984870543ad94e011a6ad2e92ac4499efb1efcaf233fcf78b", "tokens_cl100k": {"telemetry": 117, "text": 32}, "extreme_cells": {"prb_util_pct": "cell-481", "edge_ue_thr_mbps": "cell-210"}, "decoy_cell": null}}
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| 25 |
+
{"case_id": "ranintent_v1_dev_0024", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "lumen_media", "kind": "tenant", "display_name": "Lumen Media", "owned_classes": ["video_streaming", "xr_gaming"], "may_set_critical": false}, "text": "Ticket opened by Lumen Media: Please reset our consumer video streaming flows to standard default handling across the stadium cluster, clearing all existing overrides.", "telemetry": "KPM telemetry snapshot at 2026-10-07T07:12:53Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-678,hospital_zone,94.0,55.9,62.5,6.42\ncell-765,stadium,80.4,615.2,54.3,18.59\ncell-989,north_cluster,43.8,453.5,31.6,1.20\n", "truth": {"action": "revert_default", "class": "video_streaming", "scope": "stadium", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "3b25e7572a10f436bb9957fc6027e093046cbb39cf29aa3de3beb0d6ec72f10b", "telemetry_sha256": "2a0a4b90dc9f840aa6311336df5471e2f9a1d140fae22eca07a1be86fdca2777", "tokens_cl100k": {"telemetry": 117, "text": 28}, "extreme_cells": {"prb_util_pct": "cell-678", "edge_ue_thr_mbps": "cell-989"}, "decoy_cell": null}}
|
| 26 |
+
{"case_id": "ranintent_v1_dev_0025", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Team: restrict cloud gaming and interactive XR sessions to at most 10% of radio resources on cells where edge user data rates are lowest, effective for one hour.", "telemetry": "KPM telemetry snapshot at 2026-10-07T21:48:15Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-363,south_cluster,35.4,489.1,33.2,4.01\ncell-572,stadium,60.8,108.3,37.9,0.85\ncell-886,north_cluster,86.4,285.8,60.8,14.23\n", "truth": {"action": "cap_share", "class": "xr_gaming", "scope": "worst_edge_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "10", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "960444b3b70253af736f5e9b2567b55cf369eca5dfb400b448a926fff569678b", "telemetry_sha256": "11c07a8a55f8aa2e65042fd4b82765180f3e1e39565105e4e29012127b440d03", "tokens_cl100k": {"telemetry": 117, "text": 33}, "extreme_cells": {"prb_util_pct": "cell-886", "edge_ue_thr_mbps": "cell-572"}, "decoy_cell": null, "rules_ignored_cluster": "stadium"}}
|
| 27 |
+
{"case_id": "ranintent_v1_dev_0026", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "The network service provider must assign maximum critical precedence to real-time visual streams originating from paramedic units and officer surveillance gear within the south cluster until this directive is formally rescinded.", "telemetry": "KPM telemetry snapshot at 2026-10-03T21:55:22Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-277,stadium,94.6,575.8,57.7,16.16\ncell-487,south_cluster,64.4,80.9,39.8,17.02\ncell-872,north_cluster,20.4,628.9,18.8,0.50\n", "truth": {"action": "prioritise", "class": "emergency_video", "scope": "south_cluster", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "99a0c4b5ca43ba8478a266face146b11fec3a7e2fecd947bec27011b530038be", "telemetry_sha256": "d20a303c3afa92e8a75db6a4d35cb2863eb1914fa73d2709cd75a47d78555301", "tokens_cl100k": {"telemetry": 117, "text": 35}, "extreme_cells": {"prb_util_pct": "cell-277", "edge_ue_thr_mbps": "cell-872"}, "decoy_cell": null}}
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| 28 |
+
{"case_id": "ranintent_v1_dev_0027", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Exposure note: Set scheduling queue priority to critical for consumer video streaming services across the hospital zone over the next one hour.", "telemetry": "KPM telemetry snapshot at 2026-10-21T19:15:12Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-226,south_cluster,49.8,323.2,41.0,0.73\ncell-885,hospital_zone,68.4,218.1,45.2,10.47\ncell-982,north_cluster,90.3,208.7,53.5,18.50\n", "truth": {"action": "prioritise", "class": "video_streaming", "scope": "hospital_zone", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "cd989f1d3a707296891d6c406cbe4afffe2cb382274db3da93c3f020b85bb7d6", "telemetry_sha256": "3afc7b91034a4ac2655332663d32c48b8a139e32d1406cb19c79685e157b1d86", "tokens_cl100k": {"telemetry": 118, "text": 25}, "extreme_cells": {"prb_util_pct": "cell-982", "edge_ue_thr_mbps": "cell-226"}, "decoy_cell": null}}
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| 29 |
+
{"case_id": "ranintent_v1_dev_0028", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "lumen_media", "kind": "tenant", "display_name": "Lumen Media", "owned_classes": ["video_streaming", "xr_gaming"], "may_set_critical": false}, "text": "Please make sure that streaming media delivery is processed locally on equipment stationed directly at the base stations for any sectors undergoing maximum traffic saturation.", "telemetry": "KPM telemetry snapshot at 2026-10-07T18:12:07Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-307,south_cluster,88.1,93.3,59.4,27.67\ncell-407,north_cluster,68.6,582.9,47.4,18.72\ncell-620,stadium,76.1,153.8,51.7,1.70\n", "truth": {"action": "restrict_edge", "class": "video_streaming", "scope": "most_loaded_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "on_site", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "e4f71ed4e9210f80c4d7c2c60fc4def82f0f42b63448ec4b72ca0e358174c656", "telemetry_sha256": "7e783f43b1f583a2173035559af31ed4576c4c6f89af123e1dfe45cae4f44b19", "tokens_cl100k": {"telemetry": 117, "text": 26}, "extreme_cells": {"prb_util_pct": "cell-307", "edge_ue_thr_mbps": "cell-620"}, "decoy_cell": null, "rules_ignored_cluster": "south_cluster"}}
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{"case_id": "ranintent_v1_dev_0029", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hi RAN team, please temporarily boost the dispatching importance of telemetry from low-rate sensors and meters to emergency grade across all base stations where edge subscribers are experiencing the lowest throughput rates. This operational adjustment should remain active for the next fifteen minutes.", "telemetry": "KPM telemetry snapshot at 2026-10-18T10:31:48Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-684,north_cluster,66.6,342.5,45.6,27.98\ncell-953,stadium,53.4,541.1,36.6,0.72\ncell-963,hospital_zone,93.7,49.6,60.5,25.90\n", "truth": {"action": "prioritise", "class": "iot_metering", "scope": "worst_edge_cells", "target_cluster": "stadium", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "6ba64d79ea6c56de2a3b6674549607c73809a5defcc3b6953c4c70ae6a84a673", "telemetry_sha256": "e3ac10ccd0b46d42ac63d38fccbed0c17dae152ea0e6f74b917b54a22e116166", "tokens_cl100k": {"telemetry": 117, "text": 49}, "extreme_cells": {"prb_util_pct": "cell-963", "edge_ue_thr_mbps": "cell-953"}, "decoy_cell": null, "rules_ignored_cluster": "stadium"}}
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{"case_id": "ranintent_v1_dev_0030", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Ticket update: Clear existing policy modifications and revert sensor reports and low-speed meter updates to default operational handling in the hospital zone.", "telemetry": "KPM telemetry snapshot at 2026-10-15T08:47:27Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-220,stadium,86.7,61.5,57.6,9.08\ncell-244,hospital_zone,64.9,213.3,50.1,4.33\ncell-454,north_cluster,17.5,529.8,15.8,1.15\n", "truth": {"action": "revert_default", "class": "iot_metering", "scope": "hospital_zone", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "b148ab857b24ab7858edde9bc93046242abc1ba5ee8e7d1caaa85c28bffcbc01", "telemetry_sha256": "7c8592dbe0b3ce4f24988d8b25d0cef4ade35787c1e72bd24ec9241648c6401d", "tokens_cl100k": {"telemetry": 117, "text": 25}, "extreme_cells": {"prb_util_pct": "cell-220", "edge_ue_thr_mbps": "cell-454"}, "decoy_cell": null}}
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| 32 |
+
{"case_id": "ranintent_v1_dev_0031", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "datacrest", "kind": "tenant", "display_name": "Datacrest Analytics", "owned_classes": ["analytics_offload"], "may_set_critical": false}, "text": "Datacrest notice: Revert our bulk analytics upload flows back to default network configuration across the northern sector, dropping all custom adjustments.", "telemetry": "KPM telemetry snapshot at 2026-10-04T08:53:22Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-504,hospital_zone,24.2,455.6,25.5,16.64\ncell-665,stadium,40.0,514.4,36.3,1.67\ncell-734,north_cluster,91.8,497.2,60.5,21.14\n", "truth": {"action": "revert_default", "class": "analytics_offload", "scope": "north_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "2ae9c5de055f766bd425d052578a8453588d7b82c2170f8f27c9068886541ef5", "telemetry_sha256": "bff22d75b47fed40ed5b53ba61dc3c0dd222faf84606cd1ca8737ad222d1bd35", "tokens_cl100k": {"telemetry": 117, "text": 26}, "extreme_cells": {"prb_util_pct": "cell-734", "edge_ue_thr_mbps": "cell-665"}, "decoy_cell": null}}
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{"case_id": "ranintent_v1_dev_0032", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Under the dynamic resource policy, the system is authorized to relocate compute workloads for automated machine closed-loop control to arbitrary edge servers or central cloud infrastructure on base stations experiencing peak congestion.", "telemetry": "KPM telemetry snapshot at 2026-10-05T16:19:58Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-234,south_cluster,71.1,522.1,52.5,6.40\ncell-271,hospital_zone,90.8,165.1,53.7,10.08\ncell-875,north_cluster,67.7,288.2,41.7,0.42\n", "truth": {"action": "relax_edge", "class": "factory_control", "scope": "most_loaded_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "any", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "0dcbeab2d678e38a88c87f1907fbb7b14200fea4a367720d211bb0225aab01d5", "telemetry_sha256": "5a3ff741d4ecb93331be96f93207ce4bdc150a2f0e4fa72525170b7417cce1a3", "tokens_cl100k": {"telemetry": 118, "text": 36}, "extreme_cells": {"prb_util_pct": "cell-271", "edge_ue_thr_mbps": "cell-875"}, "decoy_cell": null, "rules_ignored_cluster": "hospital_zone"}}
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{"case_id": "ranintent_v1_dev_0033", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Configuration note: Bound end-to-end latency for commercial video playback streams to five milliseconds across the poorest-performing fringe cells for a sixty-minute window.", "telemetry": "KPM telemetry snapshot at 2026-10-04T07:36:05Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-157,hospital_zone,79.1,118.6,50.3,1.81\ncell-656,north_cluster,93.0,458.0,60.3,21.16\ncell-704,stadium,68.3,199.1,42.9,5.04\n", "truth": {"action": "set_latency_target", "class": "video_streaming", "scope": "worst_edge_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "5", "duration": "1h"}, "meta": {"wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "dbb95a02fae34c695eb196698003781eff6407796018f23ca3828290bf06bde5", "telemetry_sha256": "a62675400b42b582f7d187b362e0cfb96ec99ab763a2f7bfd7adfb0a60c2defc", "tokens_cl100k": {"telemetry": 117, "text": 29}, "extreme_cells": {"prb_util_pct": "cell-656", "edge_ue_thr_mbps": "cell-157"}, "decoy_cell": null, "rules_ignored_cluster": "hospital_zone"}}
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{"case_id": "ranintent_v1_dev_0034", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hey assistant, dial down the scheduling tier for standard best-effort web traffic to low priority in the south cluster.", "telemetry": "KPM telemetry snapshot at 2026-10-02T09:45:52Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-213,north_cluster,64.6,478.8,47.7,1.32\ncell-277,south_cluster,85.9,459.2,55.1,25.65\ncell-797,stadium,94.2,632.5,55.0,25.71\n", "truth": {"action": "deprioritise", "class": "best_effort", "scope": "south_cluster", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "ac5c4ab363bd94b0dd67ca04e60859e015121550c521f2833779108c9917a6b6", "telemetry_sha256": "233af96d7238d0e9e02db667687992943d7d8a0b36f1cf548816137a4b34cf8f", "tokens_cl100k": {"telemetry": 117, "text": 23}, "extreme_cells": {"prb_util_pct": "cell-797", "edge_ue_thr_mbps": "cell-213"}, "decoy_cell": null}}
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| 36 |
+
{"case_id": "ranintent_v1_dev_0035", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hi all, during the ongoing incident, please elevate video transmissions from first-responder bodycams and emergency vehicles to elevated priority on all cells where perimeter users exhibit the lowest throughput figures. Maintain this elevated prioritization until the event concludes.", "telemetry": "KPM telemetry snapshot at 2026-10-08T19:30:45Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-766,south_cluster,88.9,512.7,51.3,15.14\ncell-899,stadium,54.1,327.1,43.2,25.23\ncell-969,north_cluster,60.6,286.0,43.8,0.81\n", "truth": {"action": "prioritise", "class": "emergency_video", "scope": "worst_edge_cells", "target_cluster": "north_cluster", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "074477953d536adb6b0ee15667dc4ce96e9bd4d6917be36cd81b1918e5ea173d", "telemetry_sha256": "7660daabe97a557197de780b0542f387ceb5877bb2dee7c6decbebad83498cfb", "tokens_cl100k": {"telemetry": 117, "text": 46}, "extreme_cells": {"prb_util_pct": "cell-766", "edge_ue_thr_mbps": "cell-969"}, "decoy_cell": null, "rules_ignored_cluster": "north_cluster"}}
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| 37 |
+
{"case_id": "ranintent_v1_dev_0036", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Support ticket: Downgrade meter and sensor telemetry transmissions to low priority on our most congested cells for the next sixty minutes.", "telemetry": "KPM telemetry snapshot at 2026-10-04T15:52:56Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-133,north_cluster,47.9,644.4,37.8,1.35\ncell-376,hospital_zone,95.6,519.5,58.4,4.65\ncell-884,stadium,63.4,169.6,39.0,15.47\n", "truth": {"action": "deprioritise", "class": "iot_metering", "scope": "most_loaded_cells", "target_cluster": "hospital_zone", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "9f8279b454efd4a20029becab9a1c3f392cb29b2bb5e49cae32fec1ab8caaa04", "telemetry_sha256": "b33271d08733a2936b43a3183a62b585b52fa9975413753b02f67bdc808fbc66", "tokens_cl100k": {"telemetry": 117, "text": 25}, "extreme_cells": {"prb_util_pct": "cell-376", "edge_ue_thr_mbps": "cell-133"}, "decoy_cell": null, "rules_ignored_cluster": "hospital_zone"}}
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| 38 |
+
{"case_id": "ranintent_v1_dev_0037", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Channel: on all towers experiencing peak traffic load, permit video streaming workloads to expand out to the metro edge compute facility until the ongoing event finishes.", "telemetry": "KPM telemetry snapshot at 2026-10-15T06:23:02Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-177,south_cluster,88.5,216.3,50.4,11.93\ncell-696,hospital_zone,80.3,483.6,55.8,0.63\ncell-894,north_cluster,15.0,432.6,18.1,26.03\n", "truth": {"action": "relax_edge", "class": "video_streaming", "scope": "most_loaded_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "metro_edge", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "1c3742ac6398a81ccfc6927dbdb3603e9682b20d6fbd5caf76e0cefabe58a00e", "telemetry_sha256": "a8b3b1743ac7b6456da91d78ba8b20818ce12c260b4b50e0e529ffb047098132", "tokens_cl100k": {"telemetry": 118, "text": 30}, "extreme_cells": {"prb_util_pct": "cell-177", "edge_ue_thr_mbps": "cell-696"}, "decoy_cell": null, "rules_ignored_cluster": "south_cluster"}}
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| 39 |
+
{"case_id": "ranintent_v1_dev_0038", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "The service management system shall enforce a maximum latency threshold of 10 ms for automated machine closed-loop control communications on cells with highest load for a duration of one hour.", "telemetry": "KPM telemetry snapshot at 2026-10-23T14:14:05Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-523,north_cluster,86.7,165.9,59.1,24.60\ncell-727,stadium,76.9,42.3,48.1,13.74\ncell-886,south_cluster,20.5,545.0,21.5,0.99\n", "truth": {"action": "set_latency_target", "class": "factory_control", "scope": "most_loaded_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "10", "duration": "1h"}, "meta": {"wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "cfe0a03dc8c16b7370f2870cdd8fe9c8be27593b5b40510486c01c0bfb32d530", "telemetry_sha256": "0d18a3342ef2e8c95198a53fef7968237e986790458fe453abc9665e1ffa7bee", "tokens_cl100k": {"telemetry": 117, "text": 33}, "extreme_cells": {"prb_util_pct": "cell-523", "edge_ue_thr_mbps": "cell-886"}, "decoy_cell": null, "rules_ignored_cluster": "north_cluster"}}
|
| 40 |
+
{"case_id": "ranintent_v1_dev_0039", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "API directive from Civic Safety Agency: Impose a 100-millisecond latency threshold for first responder push-to-talk audio on sectors operating at peak saturation.", "telemetry": "KPM telemetry snapshot at 2026-10-04T06:12:31Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-367,south_cluster,36.7,138.2,32.0,6.55\ncell-439,hospital_zone,56.6,105.9,34.5,1.59\ncell-933,north_cluster,89.5,212.6,51.0,20.32\n", "truth": {"action": "set_latency_target", "class": "mission_voice", "scope": "most_loaded_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "100", "duration": "unspecified"}, "meta": {"wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "aad046d203b47975c260adf1f15768c82987f13b3af7b2108bb4f22b92a9e85e", "telemetry_sha256": "1a1273630b58bd43684716d3c85496a84ae155e1b2e68da293b75d2e6e02a8c2", "tokens_cl100k": {"telemetry": 118, "text": 30}, "extreme_cells": {"prb_util_pct": "cell-933", "edge_ue_thr_mbps": "cell-439"}, "decoy_cell": null, "rules_ignored_cluster": "north_cluster"}}
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+
{"case_id": "ranintent_v1_dev_0040", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "Assistant, deprioritize our first-responder feeds from bodycams and ambulances down to bottom-rank queuing across the north sector until further notice.", "telemetry": "KPM telemetry snapshot at 2026-10-07T19:57:33Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-429,south_cluster,22.2,191.2,27.6,1.35\ncell-747,north_cluster,93.7,166.6,57.0,31.10\ncell-806,stadium,37.4,529.1,34.3,9.04\n", "truth": {"action": "deprioritise", "class": "emergency_video", "scope": "north_cluster", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "9239ac61d02256bef0d9088f57377ed402b5717878cdd6864832e74b3836a74a", "telemetry_sha256": "37a49e222e26708ecfb4dd993a36a55db55104280b48c4032082e22f8a7f16c4", "tokens_cl100k": {"telemetry": 117, "text": 32}, "extreme_cells": {"prb_util_pct": "cell-747", "edge_ue_thr_mbps": "cell-429"}, "decoy_cell": null}}
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{"case_id": "ranintent_v1_dev_0041", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Good morning, please configure the routing policy for automated machine closed-loop control communications so that edge computations do not traverse beyond the metro edge computing node. Apply this restriction exclusively on base stations exhibiting the poorest cell-edge user throughput.", "telemetry": "KPM telemetry snapshot at 2026-10-13T10:55:02Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-946,south_cluster,51.8,620.4,42.7,25.43\ncell-981,hospital_zone,91.0,359.5,56.4,6.94\ncell-994,stadium,65.7,165.3,48.8,1.00\n", "truth": {"action": "restrict_edge", "class": "factory_control", "scope": "worst_edge_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "metro_edge", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "9009f7db6f469899efe55a7e83c4f827ed2171f1079ba59995bad3b21cce8288", "telemetry_sha256": "bceadac760ebf9079d17ea21512442ee22b13511543f47a9aae550c6c0098188", "tokens_cl100k": {"telemetry": 117, "text": 44}, "extreme_cells": {"prb_util_pct": "cell-981", "edge_ue_thr_mbps": "cell-994"}, "decoy_cell": null, "rules_ignored_cluster": "stadium"}}
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{"case_id": "ranintent_v1_dev_0042", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Trouble Ticket: Increase the scheduling preference of automated machine closed-loop control communications to high priority across the south cluster for the next hour.", "telemetry": "KPM telemetry snapshot at 2026-10-13T15:37:03Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-126,hospital_zone,89.6,79.5,55.8,34.49\ncell-178,south_cluster,56.8,251.3,35.3,23.29\ncell-428,stadium,24.6,384.2,19.6,1.34\n", "truth": {"action": "prioritise", "class": "factory_control", "scope": "south_cluster", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "5b7caf244f63d872efe4c4692011cd6ca50372e30b41bc39e50d5d2dca33356b", "telemetry_sha256": "6e225bdd0385c6d8dea7637da54f1af9f814d388e69172d61cae9ff6cc6066ee", "tokens_cl100k": {"telemetry": 117, "text": 27}, "extreme_cells": {"prb_util_pct": "cell-126", "edge_ue_thr_mbps": "cell-428"}, "decoy_cell": null}}
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{"case_id": "ranintent_v1_dev_0043", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Attention team: cap cloud gaming and augmented reality data to no more than 30% airtime resource blocks on the most congested sectors until further instructions.", "telemetry": "KPM telemetry snapshot at 2026-10-06T20:03:48Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-736,hospital_zone,90.7,355.2,52.8,5.14\ncell-818,north_cluster,54.4,183.4,36.5,1.56\ncell-876,south_cluster,78.6,460.0,46.6,19.28\n", "truth": {"action": "cap_share", "class": "xr_gaming", "scope": "most_loaded_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "30", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "efd51dc73f4f443c243ae4df72feebadf8964f9bf74d40a93e9f20648c1cc461", "telemetry_sha256": "635ed0c937c746f7fd979034aafe12c084500ca2094a58f0acccd88681441bc4", "tokens_cl100k": {"telemetry": 118, "text": 31}, "extreme_cells": {"prb_util_pct": "cell-736", "edge_ue_thr_mbps": "cell-818"}, "decoy_cell": null, "rules_ignored_cluster": "hospital_zone"}}
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{"case_id": "ranintent_v1_dev_0044", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "The network service provider guarantees a delivery latency bound of 20 ms for emergency services live video streams from ambulance and body cameras on cells where perimeter users experience poorest throughput, continuing until explicitly revoked.", "telemetry": "KPM telemetry snapshot at 2026-10-25T17:59:08Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-118,north_cluster,86.0,531.4,57.4,10.65\ncell-205,stadium,44.3,120.7,30.3,20.59\ncell-290,hospital_zone,38.4,177.5,30.8,1.84\n", "truth": {"action": "set_latency_target", "class": "emergency_video", "scope": "worst_edge_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "20", "duration": "until_revoked"}, "meta": {"wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "8640f14b5630a477196d6b313f44f82a9318c194cc14c82111ae25f42ed2fbf9", "telemetry_sha256": "9e4f66e292e34b5d549aba35d029a52b349097289b2f2fdb25a879f9554cde75", "tokens_cl100k": {"telemetry": 117, "text": 38}, "extreme_cells": {"prb_util_pct": "cell-118", "edge_ue_thr_mbps": "cell-290"}, "decoy_cell": null, "rules_ignored_cluster": "hospital_zone"}}
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{"case_id": "ranintent_v1_dev_0045", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "API request note: Cancel overrides and restore default policy settings for XR sessions and cloud gaming on nodes where cell edge users have lowest throughput.", "telemetry": "KPM telemetry snapshot at 2026-10-24T10:02:09Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-615,hospital_zone,93.7,96.3,59.7,27.72\ncell-807,south_cluster,15.6,558.4,16.7,8.05\ncell-979,north_cluster,22.8,319.4,18.3,1.98\n", "truth": {"action": "revert_default", "class": "xr_gaming", "scope": "worst_edge_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "c4f60c30d3fde219e42321ed16c7aa6817acf03d7c1272db22bff710ea3bf427", "telemetry_sha256": "9016ad79fbb92ce768f16933dda83b24b2b81cbf4ee15ca59ad8eafe91859889", "tokens_cl100k": {"telemetry": 118, "text": 27}, "extreme_cells": {"prb_util_pct": "cell-615", "edge_ue_thr_mbps": "cell-979"}, "decoy_cell": null, "rules_ignored_cluster": "north_cluster"}}
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{"case_id": "ranintent_v1_dev_0046", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "datacrest", "kind": "tenant", "display_name": "Datacrest Analytics", "owned_classes": ["analytics_offload"], "may_set_critical": false}, "text": "Assistant, cancel modifications and restore default policy for our large-scale analytics data transfers on all cells currently experiencing peak load.", "telemetry": "KPM telemetry snapshot at 2026-10-22T07:56:57Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-559,stadium,93.5,369.0,64.6,34.10\ncell-783,north_cluster,18.0,401.9,18.7,29.60\ncell-922,hospital_zone,20.0,411.6,19.3,1.70\n", "truth": {"action": "revert_default", "class": "analytics_offload", "scope": "most_loaded_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "e1879abb781c132273fa232bada1aff0a11aae3b783c9d40c5bfcaabc0c5c598", "telemetry_sha256": "a89b14344d21a0c16bb62504a80f93cb14aeb10a7a3e15aa57bbb6881f7c8074", "tokens_cl100k": {"telemetry": 117, "text": 23}, "extreme_cells": {"prb_util_pct": "cell-559", "edge_ue_thr_mbps": "cell-922"}, "decoy_cell": null, "rules_ignored_cluster": "stadium"}}
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{"case_id": "ranintent_v1_dev_0047", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Team, please adjust the scheduler configuration across the hospital zone by stepping down generic best-effort internet packets to standard medium priority. We need this restriction in place for an interval of one hour.", "telemetry": "KPM telemetry snapshot at 2026-10-24T07:06:13Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-373,hospital_zone,84.1,365.1,59.3,34.95\ncell-463,north_cluster,69.6,110.8,44.7,0.87\ncell-677,stadium,93.9,69.5,60.1,29.40\n", "truth": {"action": "deprioritise", "class": "best_effort", "scope": "hospital_zone", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "42ae2b637b27ab0039e8962ff79c54b4f70193c51fe83bafdb873ac817b15461", "telemetry_sha256": "40e27138a914818946213080e033911c6ed0696a99b07ac3b313b9902977860b", "tokens_cl100k": {"telemetry": 117, "text": 38}, "extreme_cells": {"prb_util_pct": "cell-677", "edge_ue_thr_mbps": "cell-463"}, "decoy_cell": null}}
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{"case_id": "ranintent_v1_dev_0048", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Ticket #9102: Guarantee a minimum radio resource allocation of 70 percent of transmission blocks for unclassified best-effort user data on the most congested sectors until revoked.", "telemetry": "KPM telemetry snapshot at 2026-10-20T21:14:19Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-369,north_cluster,45.3,205.1,33.7,1.49\ncell-515,hospital_zone,93.5,339.7,57.5,13.80\ncell-880,south_cluster,15.3,165.0,16.5,12.74\n", "truth": {"action": "guarantee_share", "class": "best_effort", "scope": "most_loaded_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "70", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "308d1c596472b447f54edd2e87f83fec79da060a3897f2e527b18d61c49c5000", "telemetry_sha256": "40e5c80e7786da568087018522d1f8c8b099ed23621793dde9cf23365579f306", "tokens_cl100k": {"telemetry": 118, "text": 35}, "extreme_cells": {"prb_util_pct": "cell-515", "edge_ue_thr_mbps": "cell-369"}, "decoy_cell": null, "rules_ignored_cluster": "hospital_zone"}}
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{"case_id": "ranintent_v1_dev_0049", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "NOC update: escalate consumer video streaming traffic to high scheduling tier in the stadium cluster until the event wraps up.", "telemetry": "KPM telemetry snapshot at 2026-10-15T15:24:00Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-808,stadium,91.5,386.9,59.0,8.44\ncell-814,south_cluster,49.3,511.4,38.6,22.42\ncell-815,north_cluster,74.3,214.5,51.3,1.64\n", "truth": {"action": "prioritise", "class": "video_streaming", "scope": "stadium", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "e716a256527b717df3f99def38f90b4c8101170cef95573d7a11cae2eb4d5068", "telemetry_sha256": "350773c45b8a49ed4275e819411d8b45eb8e393b7d125501213946cb4e81fcb9", "tokens_cl100k": {"telemetry": 117, "text": 23}, "extreme_cells": {"prb_util_pct": "cell-808", "edge_ue_thr_mbps": "cell-815"}, "decoy_cell": null}}
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{"case_id": "ranintent_v1_dev_0050", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Under emergency protocol, the operator shall elevate tactical first-responder voice communications to critical priority level across all sectors within the south cluster for a duration of fifteen minutes.", "telemetry": "KPM telemetry snapshot at 2026-10-04T18:43:25Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-597,north_cluster,27.0,362.3,30.8,1.27\ncell-800,south_cluster,89.0,170.5,57.0,21.51\ncell-994,hospital_zone,43.1,645.3,30.0,27.76\n", "truth": {"action": "prioritise", "class": "mission_voice", "scope": "south_cluster", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "4cd825a1bed40bb370bf0cd0bcccc711a6627d1e236d001c09de9df29b5f6da2", "telemetry_sha256": "ec0299c8ddf65655ce0ffea4e143a2ac4b420deb3fca09cec8a1dcb793a3a9e4", "tokens_cl100k": {"telemetry": 118, "text": 32}, "extreme_cells": {"prb_util_pct": "cell-800", "edge_ue_thr_mbps": "cell-597"}, "decoy_cell": null}}
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{"case_id": "ranintent_v1_dev_0051", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "API request: Cancel all special prioritization and revert mission-critical first-responder voice communications back to default profile across the north cluster.", "telemetry": "KPM telemetry snapshot at 2026-10-10T20:49:03Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-299,north_cluster,61.0,471.0,37.3,16.04\ncell-385,south_cluster,95.8,41.4,63.8,23.90\ncell-979,stadium,57.1,626.9,43.7,0.58\n", "truth": {"action": "revert_default", "class": "mission_voice", "scope": "north_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "dc721c6159e46c838e39022c3ae624ae8bbd9099e21d60d40c89b6724d5bd199", "telemetry_sha256": "2ef8167bdfda0aad31b316c9d4937d9602fa63b65bf4ade1988c30f9d78b9149", "tokens_cl100k": {"telemetry": 117, "text": 27}, "extreme_cells": {"prb_util_pct": "cell-385", "edge_ue_thr_mbps": "cell-979"}, "decoy_cell": null}}
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{"case_id": "ranintent_v1_dev_0052", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Assistant, please boost bulk analytics data uploads to critical priority on cells where edge users experience the worst throughput until this event ends.", "telemetry": "KPM telemetry snapshot at 2026-10-03T06:23:26Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-161,stadium,86.2,454.4,58.7,18.26\ncell-430,north_cluster,25.3,111.1,27.4,1.30\ncell-658,south_cluster,69.7,406.2,43.4,18.14\n", "truth": {"action": "prioritise", "class": "analytics_offload", "scope": "worst_edge_cells", "target_cluster": "north_cluster", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "f027c51bc995adfee1b66219d603e51c51882f58b5e59d6dd3d09a1306a6724f", "telemetry_sha256": "c5cd1d22218854c944950c9207151868ccf4ae70875abf787b620dcbbb4112c0", "tokens_cl100k": {"telemetry": 117, "text": 25}, "extreme_cells": {"prb_util_pct": "cell-161", "edge_ue_thr_mbps": "cell-430"}, "decoy_cell": null, "rules_ignored_cluster": "north_cluster"}}
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| 54 |
+
{"case_id": "ranintent_v1_dev_0053", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hello network engineers, for all radio sectors currently suffering severe congestion, please permit tactical push-to-talk audio services for first responders to execute compute tasks as far outward as the metropolitan edge computing facility. This routing allowance remains in effect until specifically cancelled.", "telemetry": "KPM telemetry snapshot at 2026-10-01T15:00:09Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-135,north_cluster,64.6,416.5,39.1,0.62\ncell-803,hospital_zone,34.7,566.0,25.2,7.85\ncell-993,south_cluster,87.5,88.4,58.7,4.75\n", "truth": {"action": "relax_edge", "class": "mission_voice", "scope": "most_loaded_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "metro_edge", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "6c70f07748e75bb44ca957db85c59adc7e71427b68c54db39655b037f177ec26", "telemetry_sha256": "c9e815ed5df97a522c33fc74bdd36f0fff58bcb1faed43ff19e896aba3da3e5c", "tokens_cl100k": {"telemetry": 118, "text": 48}, "extreme_cells": {"prb_util_pct": "cell-993", "edge_ue_thr_mbps": "cell-135"}, "decoy_cell": null, "rules_ignored_cluster": "south_cluster"}}
|
| 55 |
+
{"case_id": "ranintent_v1_dev_0054", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Trouble Ticket: Rescind previous QoS overrides and restore standard nominal handling for interactive cloud gaming and XR streams across south sector cell sites.", "telemetry": "KPM telemetry snapshot at 2026-10-18T20:13:57Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-307,hospital_zone,95.2,283.9,53.8,6.70\ncell-548,south_cluster,80.5,276.0,52.6,0.62\ncell-618,north_cluster,78.2,338.1,46.9,18.00\n", "truth": {"action": "revert_default", "class": "xr_gaming", "scope": "south_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "d115753653cf0e53ffb946c28cfe3af48ee32c55a29ad7894b31600ea79e072f", "telemetry_sha256": "bc8a998c11d74509b71e01af86dd2923494ebdddeb2f6b627765982f0a22d7ce", "tokens_cl100k": {"telemetry": 118, "text": 29}, "extreme_cells": {"prb_util_pct": "cell-307", "edge_ue_thr_mbps": "cell-548"}, "decoy_cell": null}}
|
| 56 |
+
{"case_id": "ranintent_v1_dev_0055", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "lumen_media", "kind": "tenant", "display_name": "Lumen Media", "owned_classes": ["video_streaming", "xr_gaming"], "may_set_critical": false}, "text": "Lumen Media request: guarantee at least a 10 percent share of radio resources for cloud gaming and XR traffic on the most congested cells right now.", "telemetry": "KPM telemetry snapshot at 2026-10-07T13:03:09Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-422,stadium,35.4,138.6,35.5,9.61\ncell-446,hospital_zone,23.8,645.0,29.5,0.81\ncell-903,north_cluster,89.7,603.7,58.7,26.27\n", "truth": {"action": "guarantee_share", "class": "xr_gaming", "scope": "most_loaded_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "10", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "6cb702361e5e3cb83275e1dabac203816a15dec47e25bdd1fd8fa93f834f0a1f", "telemetry_sha256": "ef0368ea3e2eabd245fe92dfce814cb44f617b6508ad348bad2c5743d2c20ea3", "tokens_cl100k": {"telemetry": 117, "text": 31}, "extreme_cells": {"prb_util_pct": "cell-903", "edge_ue_thr_mbps": "cell-446"}, "decoy_cell": null, "rules_ignored_cluster": "north_cluster"}}
|
| 57 |
+
{"case_id": "ranintent_v1_dev_0056", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "The provider shall revoke all prior traffic management rules and reinstate default baseline provisioning for first-responder mission-critical voice communications across the stadium cluster.", "telemetry": "KPM telemetry snapshot at 2026-10-08T09:14:44Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-126,stadium,86.9,470.3,55.3,29.48\ncell-499,north_cluster,49.9,187.3,39.5,23.78\ncell-803,south_cluster,20.4,161.2,27.8,1.03\n", "truth": {"action": "revert_default", "class": "mission_voice", "scope": "stadium", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "078bbad82cf3e0efaf302090dd42799ccf92115e7bc3b491333a0b28a3a070b0", "telemetry_sha256": "a9312415bc9cd6958b8df8e6a84261e1587abb4f0119570597c77036450d9271", "tokens_cl100k": {"telemetry": 117, "text": 29}, "extreme_cells": {"prb_util_pct": "cell-126", "edge_ue_thr_mbps": "cell-803"}, "decoy_cell": null}}
|
| 58 |
+
{"case_id": "ranintent_v1_dev_0057", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "state_dependent", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Exposure note: Clear all prior overrides and reset standard network handling for general background traffic on radio nodes where edge users report minimal data rates.", "telemetry": "KPM telemetry snapshot at 2026-10-12T12:32:20Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-628,hospital_zone,43.8,481.0,32.7,1.19\ncell-851,stadium,89.4,212.6,58.4,19.73\ncell-960,north_cluster,78.5,486.4,51.6,10.52\n", "truth": {"action": "revert_default", "class": "best_effort", "scope": "worst_edge_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "dab64649b5c102c5f59a9e06548cc7dbcd04f782b2f96658a78b38a7445885fc", "telemetry_sha256": "82dc5932838933d0fd04a556c21b2cb15dc98a126884dfa246102c44656a7a02", "tokens_cl100k": {"telemetry": 117, "text": 28}, "extreme_cells": {"prb_util_pct": "cell-851", "edge_ue_thr_mbps": "cell-628"}, "decoy_cell": null, "rules_ignored_cluster": "hospital_zone"}}
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| 59 |
+
{"case_id": "ranintent_v1_dev_0058", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hey, revert all first-responder voice talkgroup channels back to their standard baseline profile in the southern cell sites.", "telemetry": "KPM telemetry snapshot at 2026-10-16T19:33:00Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-343,hospital_zone,90.4,646.9,53.1,34.12\ncell-419,stadium,80.3,341.3,56.0,0.62\ncell-883,south_cluster,43.7,608.0,36.1,34.67\n", "truth": {"action": "revert_default", "class": "mission_voice", "scope": "south_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "7a7b10d10a9454a554f7d81b60f4bdf31d58b310a1a341d9b76b5b11f665c0e4", "telemetry_sha256": "3eef7b14179d5205c4a748f85e7734f673be9053c40484a3c72f3081ee3781a2", "tokens_cl100k": {"telemetry": 117, "text": 23}, "extreme_cells": {"prb_util_pct": "cell-343", "edge_ue_thr_mbps": "cell-419"}, "decoy_cell": null}}
|
| 60 |
+
{"case_id": "ranintent_v1_dev_0059", "condition": "c3_fresh", "n_cells": 3, "quality": "fresh", "split": "dev", "half": "named_scope", "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hi team, we need to roll back all temporary policies applied to cloud gaming sessions and interactive virtual reality flows throughout the south cluster. Please return this service class to its original default profile.", "telemetry": "KPM telemetry snapshot at 2026-10-03T21:39:30Z; 3 cells\ncell_id,cluster,prb_util_pct,dl_thr_mbps,p95_delay_ms,edge_ue_thr_mbps\ncell-226,south_cluster,93.6,374.8,59.4,31.23\ncell-293,stadium,18.4,602.9,19.0,0.87\ncell-926,hospital_zone,34.8,221.7,25.7,30.03\n", "truth": {"action": "revert_default", "class": "xr_gaming", "scope": "south_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "aa470d4a1a37be86815b5ec274672d07fefc7fc4bb4b6f63b6195239bc782ad2", "telemetry_sha256": "76e9be49569589a13bce9fdf371ea7d2a93f63d9102ce623a9e26481e63aca28", "tokens_cl100k": {"telemetry": 117, "text": 37}, "extreme_cells": {"prb_util_pct": "cell-226", "edge_ue_thr_mbps": "cell-293"}, "decoy_cell": null}}
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+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0000", "tuple_labels": {"action": "revert_default", "class": "analytics_offload", "scope": "stadium", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "operator ticket", "item_index": 0}}
|
| 2 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0001", "tuple_labels": {"action": "restrict_edge", "class": "best_effort", "scope": "worst_edge_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "regional_cloud", "latency_target": "unspecified", "duration": "15min"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "NOC chat message", "item_index": 1}}
|
| 3 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0002", "tuple_labels": {"action": "deprioritise", "class": "emergency_video", "scope": "most_loaded_cells", "target_cluster": "south_cluster", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"half": "state_dependent", "issuer": "civic_safety", "wording_family": "formal SLA clause", "item_index": 2}}
|
| 4 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0003", "tuple_labels": {"action": "cap_share", "class": "iot_metering", "scope": "worst_edge_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "70", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"half": "state_dependent", "issuer": "axis_robotics", "wording_family": "exposure API request note", "item_index": 3}}
|
| 5 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0004", "tuple_labels": {"action": "deprioritise", "class": "iot_metering", "scope": "north_cluster", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "voice-assistant utterance", "item_index": 4}}
|
| 6 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0005", "tuple_labels": {"action": "cap_share", "class": "video_streaming", "scope": "most_loaded_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "50", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "email", "item_index": 5}}
|
| 7 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0006", "tuple_labels": {"action": "relax_edge", "class": "mission_voice", "scope": "worst_edge_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "regional_cloud", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"half": "state_dependent", "issuer": "civic_safety", "wording_family": "operator ticket", "item_index": 6}}
|
| 8 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0007", "tuple_labels": {"action": "prioritise", "class": "xr_gaming", "scope": "north_cluster", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "NOC chat message", "item_index": 7}}
|
| 9 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0008", "tuple_labels": {"action": "deprioritise", "class": "factory_control", "scope": "stadium", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "axis_robotics", "wording_family": "formal SLA clause", "item_index": 8}}
|
| 10 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0009", "tuple_labels": {"action": "deprioritise", "class": "emergency_video", "scope": "hospital_zone", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"half": "named_scope", "issuer": "civic_safety", "wording_family": "exposure API request note", "item_index": 9}}
|
| 11 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0010", "tuple_labels": {"action": "deprioritise", "class": "emergency_video", "scope": "hospital_zone", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"half": "named_scope", "issuer": "civic_safety", "wording_family": "voice-assistant utterance", "item_index": 10}}
|
| 12 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0011", "tuple_labels": {"action": "deprioritise", "class": "analytics_offload", "scope": "worst_edge_cells", "target_cluster": "north_cluster", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"half": "state_dependent", "issuer": "datacrest", "wording_family": "email", "item_index": 11}}
|
| 13 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0012", "tuple_labels": {"action": "revert_default", "class": "factory_control", "scope": "north_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "axis_robotics", "wording_family": "operator ticket", "item_index": 12}}
|
| 14 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0013", "tuple_labels": {"action": "prioritise", "class": "iot_metering", "scope": "north_cluster", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "NOC chat message", "item_index": 13}}
|
| 15 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0014", "tuple_labels": {"action": "deprioritise", "class": "xr_gaming", "scope": "stadium", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"half": "named_scope", "issuer": "lumen_media", "wording_family": "formal SLA clause", "item_index": 14}}
|
| 16 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0015", "tuple_labels": {"action": "revert_default", "class": "emergency_video", "scope": "most_loaded_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "exposure API request note", "item_index": 15}}
|
| 17 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0016", "tuple_labels": {"action": "prioritise", "class": "analytics_offload", "scope": "hospital_zone", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "voice-assistant utterance", "item_index": 16}}
|
| 18 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0017", "tuple_labels": {"action": "prioritise", "class": "analytics_offload", "scope": "hospital_zone", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "email", "item_index": 17}}
|
| 19 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0018", "tuple_labels": {"action": "deprioritise", "class": "best_effort", "scope": "hospital_zone", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "operator ticket", "item_index": 18}}
|
| 20 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0019", "tuple_labels": {"action": "prioritise", "class": "best_effort", "scope": "stadium", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "NOC chat message", "item_index": 19}}
|
| 21 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0020", "tuple_labels": {"action": "guarantee_share", "class": "analytics_offload", "scope": "worst_edge_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "30", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "state_dependent", "issuer": "datacrest", "wording_family": "formal SLA clause", "item_index": 20}}
|
| 22 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0021", "tuple_labels": {"action": "guarantee_share", "class": "mission_voice", "scope": "most_loaded_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "20", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"half": "state_dependent", "issuer": "civic_safety", "wording_family": "exposure API request note", "item_index": 21}}
|
| 23 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0022", "tuple_labels": {"action": "deprioritise", "class": "best_effort", "scope": "most_loaded_cells", "target_cluster": "stadium", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "voice-assistant utterance", "item_index": 22}}
|
| 24 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0023", "tuple_labels": {"action": "deprioritise", "class": "video_streaming", "scope": "north_cluster", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "email", "item_index": 23}}
|
| 25 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0024", "tuple_labels": {"action": "revert_default", "class": "video_streaming", "scope": "stadium", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "lumen_media", "wording_family": "operator ticket", "item_index": 24}}
|
| 26 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0025", "tuple_labels": {"action": "cap_share", "class": "xr_gaming", "scope": "worst_edge_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "10", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "NOC chat message", "item_index": 25}}
|
| 27 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0026", "tuple_labels": {"action": "prioritise", "class": "emergency_video", "scope": "south_cluster", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"half": "named_scope", "issuer": "civic_safety", "wording_family": "formal SLA clause", "item_index": 26}}
|
| 28 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0027", "tuple_labels": {"action": "prioritise", "class": "video_streaming", "scope": "hospital_zone", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "exposure API request note", "item_index": 27}}
|
| 29 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0028", "tuple_labels": {"action": "restrict_edge", "class": "video_streaming", "scope": "most_loaded_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "on_site", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "state_dependent", "issuer": "lumen_media", "wording_family": "voice-assistant utterance", "item_index": 28}}
|
| 30 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0029", "tuple_labels": {"action": "prioritise", "class": "iot_metering", "scope": "worst_edge_cells", "target_cluster": "stadium", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "email", "item_index": 29}}
|
| 31 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0030", "tuple_labels": {"action": "revert_default", "class": "iot_metering", "scope": "hospital_zone", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "operator ticket", "item_index": 30}}
|
| 32 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0031", "tuple_labels": {"action": "revert_default", "class": "analytics_offload", "scope": "north_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "datacrest", "wording_family": "NOC chat message", "item_index": 31}}
|
| 33 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0032", "tuple_labels": {"action": "relax_edge", "class": "factory_control", "scope": "most_loaded_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "any", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "formal SLA clause", "item_index": 32}}
|
| 34 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0033", "tuple_labels": {"action": "set_latency_target", "class": "video_streaming", "scope": "worst_edge_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "5", "duration": "1h"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "exposure API request note", "item_index": 33}}
|
| 35 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0034", "tuple_labels": {"action": "deprioritise", "class": "best_effort", "scope": "south_cluster", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "voice-assistant utterance", "item_index": 34}}
|
| 36 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0035", "tuple_labels": {"action": "prioritise", "class": "emergency_video", "scope": "worst_edge_cells", "target_cluster": "north_cluster", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "email", "item_index": 35}}
|
| 37 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0036", "tuple_labels": {"action": "deprioritise", "class": "iot_metering", "scope": "most_loaded_cells", "target_cluster": "hospital_zone", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "operator ticket", "item_index": 36}}
|
| 38 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0037", "tuple_labels": {"action": "relax_edge", "class": "video_streaming", "scope": "most_loaded_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "metro_edge", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "NOC chat message", "item_index": 37}}
|
| 39 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0038", "tuple_labels": {"action": "set_latency_target", "class": "factory_control", "scope": "most_loaded_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "10", "duration": "1h"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "formal SLA clause", "item_index": 38}}
|
| 40 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0039", "tuple_labels": {"action": "set_latency_target", "class": "mission_voice", "scope": "most_loaded_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "100", "duration": "unspecified"}, "meta": {"half": "state_dependent", "issuer": "civic_safety", "wording_family": "exposure API request note", "item_index": 39}}
|
| 41 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0040", "tuple_labels": {"action": "deprioritise", "class": "emergency_video", "scope": "north_cluster", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"half": "named_scope", "issuer": "civic_safety", "wording_family": "voice-assistant utterance", "item_index": 40}}
|
| 42 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0041", "tuple_labels": {"action": "restrict_edge", "class": "factory_control", "scope": "worst_edge_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "metro_edge", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "email", "item_index": 41}}
|
| 43 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0042", "tuple_labels": {"action": "prioritise", "class": "factory_control", "scope": "south_cluster", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "operator ticket", "item_index": 42}}
|
| 44 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0043", "tuple_labels": {"action": "cap_share", "class": "xr_gaming", "scope": "most_loaded_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "30", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "NOC chat message", "item_index": 43}}
|
| 45 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0044", "tuple_labels": {"action": "set_latency_target", "class": "emergency_video", "scope": "worst_edge_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "20", "duration": "until_revoked"}, "meta": {"half": "state_dependent", "issuer": "civic_safety", "wording_family": "formal SLA clause", "item_index": 44}}
|
| 46 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0045", "tuple_labels": {"action": "revert_default", "class": "xr_gaming", "scope": "worst_edge_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "exposure API request note", "item_index": 45}}
|
| 47 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0046", "tuple_labels": {"action": "revert_default", "class": "analytics_offload", "scope": "most_loaded_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "state_dependent", "issuer": "datacrest", "wording_family": "voice-assistant utterance", "item_index": 46}}
|
| 48 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0047", "tuple_labels": {"action": "deprioritise", "class": "best_effort", "scope": "hospital_zone", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "email", "item_index": 47}}
|
| 49 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0048", "tuple_labels": {"action": "guarantee_share", "class": "best_effort", "scope": "most_loaded_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "70", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "operator ticket", "item_index": 48}}
|
| 50 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0049", "tuple_labels": {"action": "prioritise", "class": "video_streaming", "scope": "stadium", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "NOC chat message", "item_index": 49}}
|
| 51 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0050", "tuple_labels": {"action": "prioritise", "class": "mission_voice", "scope": "south_cluster", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "formal SLA clause", "item_index": 50}}
|
| 52 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0051", "tuple_labels": {"action": "revert_default", "class": "mission_voice", "scope": "north_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "exposure API request note", "item_index": 51}}
|
| 53 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0052", "tuple_labels": {"action": "prioritise", "class": "analytics_offload", "scope": "worst_edge_cells", "target_cluster": "north_cluster", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "voice-assistant utterance", "item_index": 52}}
|
| 54 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0053", "tuple_labels": {"action": "relax_edge", "class": "mission_voice", "scope": "most_loaded_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "metro_edge", "latency_target": "unspecified", "duration": "until_revoked"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "email", "item_index": 53}}
|
| 55 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0054", "tuple_labels": {"action": "revert_default", "class": "xr_gaming", "scope": "south_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "operator ticket", "item_index": 54}}
|
| 56 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0055", "tuple_labels": {"action": "guarantee_share", "class": "xr_gaming", "scope": "most_loaded_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "10", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "state_dependent", "issuer": "lumen_media", "wording_family": "NOC chat message", "item_index": 55}}
|
| 57 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0056", "tuple_labels": {"action": "revert_default", "class": "mission_voice", "scope": "stadium", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "formal SLA clause", "item_index": 56}}
|
| 58 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0057", "tuple_labels": {"action": "revert_default", "class": "best_effort", "scope": "worst_edge_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "state_dependent", "issuer": "operator", "wording_family": "exposure API request note", "item_index": 57}}
|
| 59 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0058", "tuple_labels": {"action": "revert_default", "class": "mission_voice", "scope": "south_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "voice-assistant utterance", "item_index": 58}}
|
| 60 |
+
{"condition": "ranintent_v1", "split": "dev", "tuple_id": "ranintent_v1_dev_0059", "tuple_labels": {"action": "revert_default", "class": "xr_gaming", "scope": "south_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified"}, "meta": {"half": "named_scope", "issuer": "operator", "wording_family": "email", "item_index": 59}}
|
data/ranbench/ranintent-v1/_tuples/test.jsonl
ADDED
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data/ranbench/ranintent-v1/config.json
ADDED
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@@ -0,0 +1,159 @@
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| 1 |
+
{
|
| 2 |
+
"name": "RANIntent v1",
|
| 3 |
+
"experiment": "EXP-2026-003",
|
| 4 |
+
"base_seed": 20260925,
|
| 5 |
+
"policy_type_id": 20001,
|
| 6 |
+
"splits": {
|
| 7 |
+
"test": {
|
| 8 |
+
"state_dependent": 150,
|
| 9 |
+
"named_scope": 150
|
| 10 |
+
},
|
| 11 |
+
"dev": {
|
| 12 |
+
"state_dependent": 30,
|
| 13 |
+
"named_scope": 30
|
| 14 |
+
}
|
| 15 |
+
},
|
| 16 |
+
"cell_counts": [
|
| 17 |
+
3,
|
| 18 |
+
7,
|
| 19 |
+
21,
|
| 20 |
+
57
|
| 21 |
+
],
|
| 22 |
+
"qualities": [
|
| 23 |
+
"fresh",
|
| 24 |
+
"stale",
|
| 25 |
+
"noisy",
|
| 26 |
+
"contradictory"
|
| 27 |
+
],
|
| 28 |
+
"verify_condition": {
|
| 29 |
+
"cells": 21,
|
| 30 |
+
"quality": "fresh"
|
| 31 |
+
},
|
| 32 |
+
"pool": {
|
| 33 |
+
"cells": 21,
|
| 34 |
+
"quality": "fresh",
|
| 35 |
+
"split": "test",
|
| 36 |
+
"half": "named_scope"
|
| 37 |
+
},
|
| 38 |
+
"c2_class_map": {
|
| 39 |
+
"emergency_video": "video",
|
| 40 |
+
"video_streaming": "video",
|
| 41 |
+
"xr_gaming": "xr",
|
| 42 |
+
"factory_control": "xr",
|
| 43 |
+
"iot_metering": "iot",
|
| 44 |
+
"mission_voice": "iot",
|
| 45 |
+
"analytics_offload": "be",
|
| 46 |
+
"best_effort": "be"
|
| 47 |
+
},
|
| 48 |
+
"issuers": {
|
| 49 |
+
"operator_share": 0.5,
|
| 50 |
+
"operator": {
|
| 51 |
+
"display_name": "the network operator's operations team",
|
| 52 |
+
"owned_classes": "all",
|
| 53 |
+
"may_set_critical": true
|
| 54 |
+
},
|
| 55 |
+
"tenants": {
|
| 56 |
+
"civic_safety": {
|
| 57 |
+
"display_name": "Civic Safety Agency",
|
| 58 |
+
"owned_classes": [
|
| 59 |
+
"emergency_video",
|
| 60 |
+
"mission_voice"
|
| 61 |
+
],
|
| 62 |
+
"may_set_critical": true
|
| 63 |
+
},
|
| 64 |
+
"lumen_media": {
|
| 65 |
+
"display_name": "Lumen Media",
|
| 66 |
+
"owned_classes": [
|
| 67 |
+
"video_streaming",
|
| 68 |
+
"xr_gaming"
|
| 69 |
+
],
|
| 70 |
+
"may_set_critical": false
|
| 71 |
+
},
|
| 72 |
+
"axis_robotics": {
|
| 73 |
+
"display_name": "Axis Robotics",
|
| 74 |
+
"owned_classes": [
|
| 75 |
+
"factory_control",
|
| 76 |
+
"iot_metering"
|
| 77 |
+
],
|
| 78 |
+
"may_set_critical": false
|
| 79 |
+
},
|
| 80 |
+
"datacrest": {
|
| 81 |
+
"display_name": "Datacrest Analytics",
|
| 82 |
+
"owned_classes": [
|
| 83 |
+
"analytics_offload"
|
| 84 |
+
],
|
| 85 |
+
"may_set_critical": false
|
| 86 |
+
}
|
| 87 |
+
}
|
| 88 |
+
},
|
| 89 |
+
"telemetry": {
|
| 90 |
+
"stale_after_s": 10,
|
| 91 |
+
"fresh_age_s": [
|
| 92 |
+
0,
|
| 93 |
+
8
|
| 94 |
+
],
|
| 95 |
+
"stale_age_s": [
|
| 96 |
+
12,
|
| 97 |
+
900
|
| 98 |
+
],
|
| 99 |
+
"extra_row_share": 1.0,
|
| 100 |
+
"decoy_probability": 0.8,
|
| 101 |
+
"prb_util_pct": {
|
| 102 |
+
"extreme": [
|
| 103 |
+
86.0,
|
| 104 |
+
96.0
|
| 105 |
+
],
|
| 106 |
+
"others_min": 15.0,
|
| 107 |
+
"margin": 8.0,
|
| 108 |
+
"noise": 3.0
|
| 109 |
+
},
|
| 110 |
+
"edge_ue_thr_mbps": {
|
| 111 |
+
"extreme": [
|
| 112 |
+
0.4,
|
| 113 |
+
2.0
|
| 114 |
+
],
|
| 115 |
+
"others_max": 35.0,
|
| 116 |
+
"margin": 3.0,
|
| 117 |
+
"noise": 1.0
|
| 118 |
+
},
|
| 119 |
+
"dl_thr_mbps": {
|
| 120 |
+
"range": [
|
| 121 |
+
40.0,
|
| 122 |
+
650.0
|
| 123 |
+
],
|
| 124 |
+
"noise": 25.0
|
| 125 |
+
},
|
| 126 |
+
"p95_delay_ms": {
|
| 127 |
+
"base": 6.0,
|
| 128 |
+
"per_prb_pct": 0.5,
|
| 129 |
+
"jitter": [
|
| 130 |
+
0.0,
|
| 131 |
+
12.0
|
| 132 |
+
],
|
| 133 |
+
"noise": 4.0
|
| 134 |
+
}
|
| 135 |
+
},
|
| 136 |
+
"text": {
|
| 137 |
+
"min_words": 6,
|
| 138 |
+
"max_words": 80,
|
| 139 |
+
"max_words_long": 120,
|
| 140 |
+
"long_wording_families": [
|
| 141 |
+
"email",
|
| 142 |
+
"formal SLA clause"
|
| 143 |
+
],
|
| 144 |
+
"wording_families": [
|
| 145 |
+
"operator ticket",
|
| 146 |
+
"NOC chat message",
|
| 147 |
+
"formal SLA clause",
|
| 148 |
+
"exposure API request note",
|
| 149 |
+
"voice-assistant utterance",
|
| 150 |
+
"email"
|
| 151 |
+
],
|
| 152 |
+
"max_opening_4gram_share": 0.05,
|
| 153 |
+
"max_5gram_share": 0.1
|
| 154 |
+
},
|
| 155 |
+
"tokens": {
|
| 156 |
+
"estimate_encoding": "cl100k_base",
|
| 157 |
+
"laya_context_tokens": 1024
|
| 158 |
+
}
|
| 159 |
+
}
|
data/ranbench/ranintent-v1/manifest.json
ADDED
|
@@ -0,0 +1,87 @@
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|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "RANIntent v1",
|
| 3 |
+
"experiment": "EXP-2026-003",
|
| 4 |
+
"seed": 20260925,
|
| 5 |
+
"stub": false,
|
| 6 |
+
"generators": [
|
| 7 | |
| 8 |
+
],
|
| 9 |
+
"verifiers": [
|
| 10 |
+
"claude-opus-5.5"
|
| 11 |
+
],
|
| 12 |
+
"counts": {
|
| 13 |
+
"tuples": {
|
| 14 |
+
"test": 300,
|
| 15 |
+
"dev": 60
|
| 16 |
+
},
|
| 17 |
+
"conditions": 16,
|
| 18 |
+
"pool": 150
|
| 19 |
+
},
|
| 20 |
+
"yields": {
|
| 21 |
+
"dev": {
|
| 22 |
+
"target_n": 60,
|
| 23 |
+
"accepted": 60,
|
| 24 |
+
"first_pass_accepted": 60,
|
| 25 |
+
"first_pass": 1.0,
|
| 26 |
+
"final": 1.0
|
| 27 |
+
},
|
| 28 |
+
"test": {
|
| 29 |
+
"target_n": 300,
|
| 30 |
+
"accepted": 300,
|
| 31 |
+
"first_pass_accepted": 296,
|
| 32 |
+
"first_pass": 0.9866666666666667,
|
| 33 |
+
"final": 1.0
|
| 34 |
+
},
|
| 35 |
+
"per_generator": {
|
| 36 |
+
"[email protected]": {
|
| 37 |
+
"texts": 365,
|
| 38 |
+
"passed_lints": 360,
|
| 39 |
+
"verified": 360,
|
| 40 |
+
"accepted": 360,
|
| 41 |
+
"acceptance": 0.9863013698630136
|
| 42 |
+
}
|
| 43 |
+
}
|
| 44 |
+
},
|
| 45 |
+
"files": {
|
| 46 |
+
"RQ4/c21_contradictory/dev.jsonl": "17184e82e09a44f70eada10a827bfbc439d51ba3c29be9558ae27fee87fd482d",
|
| 47 |
+
"RQ4/c21_contradictory/test.jsonl": "dc20cc8ad8b51a5a1ee8f56a990af7a434caab16fc34a1edd96bfc2bd782fc73",
|
| 48 |
+
"RQ4/c21_fresh/dev.jsonl": "cf30de0375f2ceab5ed08317738bfd1f6beb6283cfed252009b04fa029bae5c1",
|
| 49 |
+
"RQ4/c21_fresh/test.jsonl": "ce62c561c06a17ad53c95fa8788cbbbc94c9f2cb659fde488f126901181c9228",
|
| 50 |
+
"RQ4/c21_noisy/dev.jsonl": "b700e6b5a129d50e7027303ad066fb062aeef03721b3cab52aa38d2c4686905d",
|
| 51 |
+
"RQ4/c21_noisy/test.jsonl": "c8f8e5dcf7bab36d3cab9ad4b5bf3d012e8690aa6d86922253b7855f9e5aa4aa",
|
| 52 |
+
"RQ4/c21_stale/dev.jsonl": "5e8056fc7dc1b018dc46497dde8a515d512e6ad503e8860deacd620a6448b280",
|
| 53 |
+
"RQ4/c21_stale/test.jsonl": "3ba65d4ebcfe2daa5c434658ff59575f3668d4b741804097c91dcfa04e849438",
|
| 54 |
+
"RQ4/c3_contradictory/dev.jsonl": "f87d34843142b2748260fa779fbade4a804c6317000893dd18007a1e3e3ed781",
|
| 55 |
+
"RQ4/c3_contradictory/test.jsonl": "9adf967cc2a00091d8d64662a5874693d407d13827b629e16c0d49a5429ac5b8",
|
| 56 |
+
"RQ4/c3_fresh/dev.jsonl": "45c46c3018a8687767a2cd8e443639548b07b1e226366be8355ad631364d2169",
|
| 57 |
+
"RQ4/c3_fresh/test.jsonl": "904bc04fdd46be0985c0e80596c89b5105f57b72fdb7e3aac10936f87a2f3c85",
|
| 58 |
+
"RQ4/c3_noisy/dev.jsonl": "dd36f84b08b265078f65babd9d5d0529dc28177a80fff92400b8d5ad4d76e242",
|
| 59 |
+
"RQ4/c3_noisy/test.jsonl": "edc24c96f9ae366ee0bcdad918c23e91097001471c69d056caef456c033ab393",
|
| 60 |
+
"RQ4/c3_stale/dev.jsonl": "ea6325bd7b38b0cf7130e185d61ada505e433ad07a79abe3fe1bb5f6f413b2ab",
|
| 61 |
+
"RQ4/c3_stale/test.jsonl": "b7164ccffa5d26374d643b1b70b83aa32d4b4f8daa048eee7f2b536023f7296a",
|
| 62 |
+
"RQ4/c57_contradictory/dev.jsonl": "a880a765a178f53ebf474f8b91da2bba5c0481c8387b03fc454ab4feac524d92",
|
| 63 |
+
"RQ4/c57_contradictory/test.jsonl": "afecf51c5af549bed9ec2f8ff59651d4b927dbc2e026d15801a30bbd4101fb38",
|
| 64 |
+
"RQ4/c57_fresh/dev.jsonl": "2da72e4b0eaaa5801bddbfc631df48d84c81fdfe193d62717e69eb8aee774280",
|
| 65 |
+
"RQ4/c57_fresh/test.jsonl": "efb50b23030d33e29fd9f227434cf6045cffba91200653b35fb449f21cddedd1",
|
| 66 |
+
"RQ4/c57_noisy/dev.jsonl": "2cbdd88171c4edf83bd70c9288ae7d26b9f1b4f3546a2b24dc3b898c0231312d",
|
| 67 |
+
"RQ4/c57_noisy/test.jsonl": "ffe03d819cbc63b97fa82febf8581af216e6a411a2945756bc9ffb553353f39d",
|
| 68 |
+
"RQ4/c57_stale/dev.jsonl": "37f2d3a38f4f9d59731fc68a01878863dd9ee0c182156595a7ae510eae0c23be",
|
| 69 |
+
"RQ4/c57_stale/test.jsonl": "9a0c61fe36e89dbbc8ecfa62f87ce25225c9dcfba745b24a431043d4b8932924",
|
| 70 |
+
"RQ4/c7_contradictory/dev.jsonl": "cc62e63dd24fc8bf2d1ef1734e4005b136ff12263241e1db53d0746aabf7fad7",
|
| 71 |
+
"RQ4/c7_contradictory/test.jsonl": "024c1e06f472dfe5d98a81aff0d7afe0aaed6d6aa7a772524906c5ea68baf4f8",
|
| 72 |
+
"RQ4/c7_fresh/dev.jsonl": "562d47570c64a79fcd8b513f0d47b54951ab043f55760e8c6a79401ae54264c0",
|
| 73 |
+
"RQ4/c7_fresh/test.jsonl": "43c5b076d005269cfc5d011eb1849f0bfc3fcfd85e4c2530347e0df9fc66d2b1",
|
| 74 |
+
"RQ4/c7_noisy/dev.jsonl": "7f22baacbf4f4d500483543296768ddeb643f1fce7d0b04c94f4362b4c9d2325",
|
| 75 |
+
"RQ4/c7_noisy/test.jsonl": "a461d9acc38035db47fd84a7fbbe24f12a0153ed7f7422cf279afbee5935744a",
|
| 76 |
+
"RQ4/c7_stale/dev.jsonl": "3705824e657b827ad434beedd30841c518ec152ba482fabc4047b1c25f16052e",
|
| 77 |
+
"RQ4/c7_stale/test.jsonl": "4ca4771cfb25c334c14c765b4894c5223d6d31423833da06c262138aa604e546",
|
| 78 |
+
"config.json": "ecee20a520c2898deb3500f4396f43aceae2457092c90deb937dcf9dadf295d9",
|
| 79 |
+
"pool/c2c3_pool.jsonl": "40943be0b6fefa0755aa0b7568962b6b48ddb85498b7c3caff657a4768f6b0ae",
|
| 80 |
+
"schemas/ranintent_v1_policy_type.json": "239761ecbc3ae22cfccdf98506c7867873fb5f7f574266abd0ed57219c685aac",
|
| 81 |
+
"schemas/ranintent_v1_reading_rules.md": "2b3d113e69462c1f16cda800bb95b3e2f1ae41d62f2f059a58a0b249d01fd0c4",
|
| 82 |
+
"schemas/ranintent_v1_truth.schema.json": "dd71c06be2a47d13514c273fd91eb86a422e0bd8b0eb523487c1f4ba0ea56737",
|
| 83 |
+
"stats.json": "6185174a5959db2d1f175d0ecc634e93400b7a9635c7c96e73462e3decf41082",
|
| 84 |
+
"tuples/dev.jsonl": "ce3452b199d977347db1ea30b3bd67d8536d74d2886c857c16c83cb59d975b27",
|
| 85 |
+
"tuples/test.jsonl": "4952bc9736fbedd6763b9d3d5f6294a24899be46f6b4c3e74cf08998427d9569"
|
| 86 |
+
}
|
| 87 |
+
}
|
data/ranbench/ranintent-v1/pool/c2c3_pool.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
data/ranbench/ranintent-v1/provenance.json
ADDED
|
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"assembled_at": "2026-09-25T15:31:03+00:00",
|
| 3 |
+
"git_head": "6db021a4282ec066dde08aaa9bf2ad5ba3caec66",
|
| 4 |
+
"tree_dirty": false,
|
| 5 |
+
"manifest_sha256": "b273abf57912ecfa2478f0062f7548698c9dc46747d00e4a07247be049094666"
|
| 6 |
+
}
|
data/ranbench/ranintent-v1/schemas/ranintent_v1_policy_type.json
ADDED
|
@@ -0,0 +1,138 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"policySchema": {
|
| 3 |
+
"$schema": "http://json-schema.org/draft-07/schema#",
|
| 4 |
+
"title": "RANIntent v1 policy",
|
| 5 |
+
"description": "O-RAN A1 policy type 20001 for RANIntent v1 (EXP-2026-003); actuated in C2: action, class, scope, priority; C1-only: target_cluster, prb_share, edge_site, latency_target, duration",
|
| 6 |
+
"type": "object",
|
| 7 |
+
"properties": {
|
| 8 |
+
"action": {
|
| 9 |
+
"type": "string",
|
| 10 |
+
"enum": [
|
| 11 |
+
"prioritise",
|
| 12 |
+
"deprioritise",
|
| 13 |
+
"guarantee_share",
|
| 14 |
+
"cap_share",
|
| 15 |
+
"restrict_edge",
|
| 16 |
+
"relax_edge",
|
| 17 |
+
"set_latency_target",
|
| 18 |
+
"revert_default",
|
| 19 |
+
"unsupported"
|
| 20 |
+
]
|
| 21 |
+
},
|
| 22 |
+
"class": {
|
| 23 |
+
"type": "string",
|
| 24 |
+
"enum": [
|
| 25 |
+
"emergency_video",
|
| 26 |
+
"mission_voice",
|
| 27 |
+
"factory_control",
|
| 28 |
+
"xr_gaming",
|
| 29 |
+
"video_streaming",
|
| 30 |
+
"iot_metering",
|
| 31 |
+
"analytics_offload",
|
| 32 |
+
"best_effort"
|
| 33 |
+
]
|
| 34 |
+
},
|
| 35 |
+
"scope": {
|
| 36 |
+
"type": "string",
|
| 37 |
+
"enum": [
|
| 38 |
+
"all_cells",
|
| 39 |
+
"north_cluster",
|
| 40 |
+
"south_cluster",
|
| 41 |
+
"stadium",
|
| 42 |
+
"hospital_zone",
|
| 43 |
+
"most_loaded_cells",
|
| 44 |
+
"worst_edge_cells",
|
| 45 |
+
"unspecified"
|
| 46 |
+
]
|
| 47 |
+
},
|
| 48 |
+
"target_cluster": {
|
| 49 |
+
"type": "string",
|
| 50 |
+
"enum": [
|
| 51 |
+
"north_cluster",
|
| 52 |
+
"south_cluster",
|
| 53 |
+
"stadium",
|
| 54 |
+
"hospital_zone",
|
| 55 |
+
"none"
|
| 56 |
+
]
|
| 57 |
+
},
|
| 58 |
+
"priority": {
|
| 59 |
+
"type": "string",
|
| 60 |
+
"enum": [
|
| 61 |
+
"critical",
|
| 62 |
+
"high",
|
| 63 |
+
"normal",
|
| 64 |
+
"low",
|
| 65 |
+
"unspecified"
|
| 66 |
+
]
|
| 67 |
+
},
|
| 68 |
+
"prb_share": {
|
| 69 |
+
"type": "string",
|
| 70 |
+
"enum": [
|
| 71 |
+
"10",
|
| 72 |
+
"20",
|
| 73 |
+
"30",
|
| 74 |
+
"50",
|
| 75 |
+
"70",
|
| 76 |
+
"unspecified"
|
| 77 |
+
]
|
| 78 |
+
},
|
| 79 |
+
"edge_site": {
|
| 80 |
+
"type": "string",
|
| 81 |
+
"enum": [
|
| 82 |
+
"on_site",
|
| 83 |
+
"metro_edge",
|
| 84 |
+
"regional_cloud",
|
| 85 |
+
"any",
|
| 86 |
+
"unspecified"
|
| 87 |
+
]
|
| 88 |
+
},
|
| 89 |
+
"latency_target": {
|
| 90 |
+
"type": "string",
|
| 91 |
+
"enum": [
|
| 92 |
+
"5",
|
| 93 |
+
"10",
|
| 94 |
+
"20",
|
| 95 |
+
"50",
|
| 96 |
+
"100",
|
| 97 |
+
"unspecified"
|
| 98 |
+
]
|
| 99 |
+
},
|
| 100 |
+
"duration": {
|
| 101 |
+
"type": "string",
|
| 102 |
+
"enum": [
|
| 103 |
+
"until_revoked",
|
| 104 |
+
"15min",
|
| 105 |
+
"1h",
|
| 106 |
+
"event_end",
|
| 107 |
+
"unspecified"
|
| 108 |
+
]
|
| 109 |
+
}
|
| 110 |
+
},
|
| 111 |
+
"required": [
|
| 112 |
+
"action",
|
| 113 |
+
"class",
|
| 114 |
+
"scope",
|
| 115 |
+
"target_cluster",
|
| 116 |
+
"priority",
|
| 117 |
+
"prb_share",
|
| 118 |
+
"edge_site",
|
| 119 |
+
"latency_target",
|
| 120 |
+
"duration"
|
| 121 |
+
],
|
| 122 |
+
"additionalProperties": false
|
| 123 |
+
},
|
| 124 |
+
"statusSchema": {
|
| 125 |
+
"$schema": "http://json-schema.org/draft-07/schema#",
|
| 126 |
+
"title": "RANIntent v1 policy status",
|
| 127 |
+
"type": "object",
|
| 128 |
+
"properties": {
|
| 129 |
+
"enforceStatus": {
|
| 130 |
+
"type": "string",
|
| 131 |
+
"enum": [
|
| 132 |
+
"ENFORCED",
|
| 133 |
+
"NOT_ENFORCED"
|
| 134 |
+
]
|
| 135 |
+
}
|
| 136 |
+
}
|
| 137 |
+
}
|
| 138 |
+
}
|
data/ranbench/ranintent-v1/schemas/ranintent_v1_reading_rules.md
ADDED
|
@@ -0,0 +1,104 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# RANIntent v1 reading rules
|
| 2 |
+
|
| 3 |
+
Turn one natural-language RAN intent into one policy of A1 policy type 20001 (RANIntent v1).
|
| 4 |
+
Each case gives the issuer (the network operator, or a tenant with the traffic classes it owns and its rights),
|
| 5 |
+
the intent text, and a KPM telemetry table with one or more rows per radio cell; each row names the cell's cluster.
|
| 6 |
+
|
| 7 |
+
## Fields
|
| 8 |
+
|
| 9 |
+
Fill every field with exactly one allowed value.
|
| 10 |
+
|
| 11 |
+
### action
|
| 12 |
+
- `prioritise`: raise the scheduling priority of the traffic class
|
| 13 |
+
- `deprioritise`: lower the scheduling priority of the traffic class
|
| 14 |
+
- `guarantee_share`: reserve a minimum share of the radio resource blocks for the class
|
| 15 |
+
- `cap_share`: limit the class to a maximum share of the radio resource blocks
|
| 16 |
+
- `restrict_edge`: keep the class's edge processing no further out than a given edge location
|
| 17 |
+
- `relax_edge`: allow the class's edge processing to move out as far as a given edge location
|
| 18 |
+
- `set_latency_target`: set a packet delay target for the class
|
| 19 |
+
- `revert_default`: return the class to its default treatment, cancelling earlier changes
|
| 20 |
+
- `unsupported`: the request cannot be expressed with any of the actions above
|
| 21 |
+
|
| 22 |
+
### class
|
| 23 |
+
- `emergency_video`: live video from emergency services such as body cameras and ambulance cameras
|
| 24 |
+
- `mission_voice`: mission-critical push-to-talk voice of first responders
|
| 25 |
+
- `factory_control`: closed-loop industrial control traffic of automated machines
|
| 26 |
+
- `xr_gaming`: interactive extended-reality and cloud gaming sessions
|
| 27 |
+
- `video_streaming`: consumer video streaming
|
| 28 |
+
- `iot_metering`: low-rate meter and sensor reports
|
| 29 |
+
- `analytics_offload`: bulk uploads to edge analytics jobs
|
| 30 |
+
- `best_effort`: all other best-effort data
|
| 31 |
+
|
| 32 |
+
### scope
|
| 33 |
+
- `all_cells`: every cell of the network
|
| 34 |
+
- `north_cluster`: the north cluster
|
| 35 |
+
- `south_cluster`: the south cluster
|
| 36 |
+
- `stadium`: the stadium cluster
|
| 37 |
+
- `hospital_zone`: the hospital zone cluster
|
| 38 |
+
- `most_loaded_cells`: the most heavily loaded cells, identified from the telemetry
|
| 39 |
+
- `worst_edge_cells`: the cells whose cell-edge users get the worst throughput, identified from the telemetry
|
| 40 |
+
- `unspecified`: no location stated
|
| 41 |
+
|
| 42 |
+
### target_cluster
|
| 43 |
+
- `north_cluster`: the north cluster
|
| 44 |
+
- `south_cluster`: the south cluster
|
| 45 |
+
- `stadium`: the stadium cluster
|
| 46 |
+
- `hospital_zone`: the hospital zone cluster
|
| 47 |
+
- `none`: the scope is not state-dependent
|
| 48 |
+
|
| 49 |
+
### priority
|
| 50 |
+
- `critical`: critical, the highest priority level
|
| 51 |
+
- `high`: high priority
|
| 52 |
+
- `normal`: normal priority
|
| 53 |
+
- `low`: low priority
|
| 54 |
+
- `unspecified`: no priority level stated
|
| 55 |
+
|
| 56 |
+
### prb_share
|
| 57 |
+
- `10`: 10 percent of the resource blocks
|
| 58 |
+
- `20`: 20 percent of the resource blocks
|
| 59 |
+
- `30`: 30 percent of the resource blocks
|
| 60 |
+
- `50`: 50 percent of the resource blocks
|
| 61 |
+
- `70`: 70 percent of the resource blocks
|
| 62 |
+
- `unspecified`: no resource share stated
|
| 63 |
+
|
| 64 |
+
### edge_site
|
| 65 |
+
- `on_site`: on-site edge servers at the cell sites
|
| 66 |
+
- `metro_edge`: a metro edge data centre
|
| 67 |
+
- `regional_cloud`: a regional cloud data centre
|
| 68 |
+
- `any`: any edge or cloud location
|
| 69 |
+
- `unspecified`: no edge location stated
|
| 70 |
+
|
| 71 |
+
### latency_target
|
| 72 |
+
- `5`: 5 ms
|
| 73 |
+
- `10`: 10 ms
|
| 74 |
+
- `20`: 20 ms
|
| 75 |
+
- `50`: 50 ms
|
| 76 |
+
- `100`: 100 ms
|
| 77 |
+
- `unspecified`: no delay target stated
|
| 78 |
+
|
| 79 |
+
### duration
|
| 80 |
+
- `until_revoked`: until someone revokes it
|
| 81 |
+
- `15min`: for 15 minutes
|
| 82 |
+
- `1h`: for one hour
|
| 83 |
+
- `event_end`: until the current event ends
|
| 84 |
+
- `unspecified`: no duration stated
|
| 85 |
+
|
| 86 |
+
## Field rules
|
| 87 |
+
|
| 88 |
+
1. A field the intent does not state is `unspecified` (`target_cluster`: `none`). Do not fill in defaults.
|
| 89 |
+
2. `revert_default` carries no priority: `priority` is `unspecified`.
|
| 90 |
+
3. `unsupported`: the intent asks for something no action expresses. Then `scope`, `priority`, `prb_share`, `edge_site`, `latency_target` and `duration` are `unspecified` and `target_cluster` is `none`; `class` is the class the intent concerns.
|
| 91 |
+
4. `scope` is a named cluster when the intent names one, `all_cells` when it covers the whole network, and `most_loaded_cells` or `worst_edge_cells` when it identifies the cells only by their current state.
|
| 92 |
+
5. `target_cluster` is set only for the two state-dependent scopes: for `most_loaded_cells` it is the cluster that contains the cell with the highest `prb_util_pct`; for `worst_edge_cells` it is the cluster that contains the cell with the lowest `edge_ue_thr_mbps` (the throughput of the cell's cell-edge users). For every other scope it is `none`.
|
| 93 |
+
6. A tenant acts only on the classes it owns and may set `critical` priority only if it holds that right; the operator owns every class and may set `critical`.
|
| 94 |
+
|
| 95 |
+
## Telemetry rules
|
| 96 |
+
|
| 97 |
+
- Fresh: when rows carry neither `measured_at` nor `source`, the table is the state.
|
| 98 |
+
- Stale: when rows carry `measured_at`, rows older than 10 s (relative to the snapshot time in the table header) are ignored in favour of the newest row per cell.
|
| 99 |
+
- Noisy: when the header states noise bounds, values carry bounded noise that never changes which cells satisfy the scope; use the values as given.
|
| 100 |
+
- Contradictory: when rows carry `source`, E2 KPM rows (`E2_KPM`) override O1 PM rows (`O1_PM`) for the same cell and metric.
|
| 101 |
+
|
| 102 |
+
## Output
|
| 103 |
+
|
| 104 |
+
One JSON object with exactly the nine fields above, each set to one allowed value.
|
data/ranbench/ranintent-v1/schemas/ranintent_v1_truth.schema.json
ADDED
|
@@ -0,0 +1,215 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"$schema": "http://json-schema.org/draft-07/schema#",
|
| 3 |
+
"title": "RANIntent v1 truth record",
|
| 4 |
+
"type": "object",
|
| 5 |
+
"properties": {
|
| 6 |
+
"action": {
|
| 7 |
+
"type": "string",
|
| 8 |
+
"enum": [
|
| 9 |
+
"prioritise",
|
| 10 |
+
"deprioritise",
|
| 11 |
+
"guarantee_share",
|
| 12 |
+
"cap_share",
|
| 13 |
+
"restrict_edge",
|
| 14 |
+
"relax_edge",
|
| 15 |
+
"set_latency_target",
|
| 16 |
+
"revert_default",
|
| 17 |
+
"unsupported"
|
| 18 |
+
]
|
| 19 |
+
},
|
| 20 |
+
"class": {
|
| 21 |
+
"type": "string",
|
| 22 |
+
"enum": [
|
| 23 |
+
"emergency_video",
|
| 24 |
+
"mission_voice",
|
| 25 |
+
"factory_control",
|
| 26 |
+
"xr_gaming",
|
| 27 |
+
"video_streaming",
|
| 28 |
+
"iot_metering",
|
| 29 |
+
"analytics_offload",
|
| 30 |
+
"best_effort"
|
| 31 |
+
]
|
| 32 |
+
},
|
| 33 |
+
"scope": {
|
| 34 |
+
"type": "string",
|
| 35 |
+
"enum": [
|
| 36 |
+
"all_cells",
|
| 37 |
+
"north_cluster",
|
| 38 |
+
"south_cluster",
|
| 39 |
+
"stadium",
|
| 40 |
+
"hospital_zone",
|
| 41 |
+
"most_loaded_cells",
|
| 42 |
+
"worst_edge_cells",
|
| 43 |
+
"unspecified"
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"target_cluster": {
|
| 47 |
+
"type": "string",
|
| 48 |
+
"enum": [
|
| 49 |
+
"north_cluster",
|
| 50 |
+
"south_cluster",
|
| 51 |
+
"stadium",
|
| 52 |
+
"hospital_zone",
|
| 53 |
+
"none"
|
| 54 |
+
]
|
| 55 |
+
},
|
| 56 |
+
"priority": {
|
| 57 |
+
"type": "string",
|
| 58 |
+
"enum": [
|
| 59 |
+
"critical",
|
| 60 |
+
"high",
|
| 61 |
+
"normal",
|
| 62 |
+
"low",
|
| 63 |
+
"unspecified"
|
| 64 |
+
]
|
| 65 |
+
},
|
| 66 |
+
"prb_share": {
|
| 67 |
+
"type": "string",
|
| 68 |
+
"enum": [
|
| 69 |
+
"10",
|
| 70 |
+
"20",
|
| 71 |
+
"30",
|
| 72 |
+
"50",
|
| 73 |
+
"70",
|
| 74 |
+
"unspecified"
|
| 75 |
+
]
|
| 76 |
+
},
|
| 77 |
+
"edge_site": {
|
| 78 |
+
"type": "string",
|
| 79 |
+
"enum": [
|
| 80 |
+
"on_site",
|
| 81 |
+
"metro_edge",
|
| 82 |
+
"regional_cloud",
|
| 83 |
+
"any",
|
| 84 |
+
"unspecified"
|
| 85 |
+
]
|
| 86 |
+
},
|
| 87 |
+
"latency_target": {
|
| 88 |
+
"type": "string",
|
| 89 |
+
"enum": [
|
| 90 |
+
"5",
|
| 91 |
+
"10",
|
| 92 |
+
"20",
|
| 93 |
+
"50",
|
| 94 |
+
"100",
|
| 95 |
+
"unspecified"
|
| 96 |
+
]
|
| 97 |
+
},
|
| 98 |
+
"duration": {
|
| 99 |
+
"type": "string",
|
| 100 |
+
"enum": [
|
| 101 |
+
"until_revoked",
|
| 102 |
+
"15min",
|
| 103 |
+
"1h",
|
| 104 |
+
"event_end",
|
| 105 |
+
"unspecified"
|
| 106 |
+
]
|
| 107 |
+
},
|
| 108 |
+
"issuer": {
|
| 109 |
+
"type": "string",
|
| 110 |
+
"enum": [
|
| 111 |
+
"operator",
|
| 112 |
+
"axis_robotics",
|
| 113 |
+
"civic_safety",
|
| 114 |
+
"datacrest",
|
| 115 |
+
"lumen_media"
|
| 116 |
+
]
|
| 117 |
+
}
|
| 118 |
+
},
|
| 119 |
+
"required": [
|
| 120 |
+
"action",
|
| 121 |
+
"class",
|
| 122 |
+
"scope",
|
| 123 |
+
"target_cluster",
|
| 124 |
+
"priority",
|
| 125 |
+
"prb_share",
|
| 126 |
+
"edge_site",
|
| 127 |
+
"latency_target",
|
| 128 |
+
"duration",
|
| 129 |
+
"issuer"
|
| 130 |
+
],
|
| 131 |
+
"additionalProperties": false,
|
| 132 |
+
"allOf": [
|
| 133 |
+
{
|
| 134 |
+
"if": {
|
| 135 |
+
"properties": {
|
| 136 |
+
"action": {
|
| 137 |
+
"const": "revert_default"
|
| 138 |
+
}
|
| 139 |
+
}
|
| 140 |
+
},
|
| 141 |
+
"then": {
|
| 142 |
+
"properties": {
|
| 143 |
+
"priority": {
|
| 144 |
+
"const": "unspecified"
|
| 145 |
+
}
|
| 146 |
+
}
|
| 147 |
+
}
|
| 148 |
+
},
|
| 149 |
+
{
|
| 150 |
+
"if": {
|
| 151 |
+
"properties": {
|
| 152 |
+
"action": {
|
| 153 |
+
"const": "unsupported"
|
| 154 |
+
}
|
| 155 |
+
}
|
| 156 |
+
},
|
| 157 |
+
"then": {
|
| 158 |
+
"properties": {
|
| 159 |
+
"scope": {
|
| 160 |
+
"const": "unspecified"
|
| 161 |
+
},
|
| 162 |
+
"priority": {
|
| 163 |
+
"const": "unspecified"
|
| 164 |
+
},
|
| 165 |
+
"prb_share": {
|
| 166 |
+
"const": "unspecified"
|
| 167 |
+
},
|
| 168 |
+
"edge_site": {
|
| 169 |
+
"const": "unspecified"
|
| 170 |
+
},
|
| 171 |
+
"latency_target": {
|
| 172 |
+
"const": "unspecified"
|
| 173 |
+
},
|
| 174 |
+
"duration": {
|
| 175 |
+
"const": "unspecified"
|
| 176 |
+
},
|
| 177 |
+
"target_cluster": {
|
| 178 |
+
"const": "none"
|
| 179 |
+
}
|
| 180 |
+
}
|
| 181 |
+
}
|
| 182 |
+
},
|
| 183 |
+
{
|
| 184 |
+
"if": {
|
| 185 |
+
"properties": {
|
| 186 |
+
"scope": {
|
| 187 |
+
"enum": [
|
| 188 |
+
"most_loaded_cells",
|
| 189 |
+
"worst_edge_cells"
|
| 190 |
+
]
|
| 191 |
+
}
|
| 192 |
+
}
|
| 193 |
+
},
|
| 194 |
+
"then": {
|
| 195 |
+
"properties": {
|
| 196 |
+
"target_cluster": {
|
| 197 |
+
"enum": [
|
| 198 |
+
"north_cluster",
|
| 199 |
+
"south_cluster",
|
| 200 |
+
"stadium",
|
| 201 |
+
"hospital_zone"
|
| 202 |
+
]
|
| 203 |
+
}
|
| 204 |
+
}
|
| 205 |
+
},
|
| 206 |
+
"else": {
|
| 207 |
+
"properties": {
|
| 208 |
+
"target_cluster": {
|
| 209 |
+
"const": "none"
|
| 210 |
+
}
|
| 211 |
+
}
|
| 212 |
+
}
|
| 213 |
+
}
|
| 214 |
+
]
|
| 215 |
+
}
|
data/ranbench/ranintent-v1/stats.json
ADDED
|
@@ -0,0 +1,422 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
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|
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|
|
|
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|
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|
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|
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|
|
|
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|
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|
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|
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|
| 1 |
+
{
|
| 2 |
+
"token_encoding": "cl100k_base",
|
| 3 |
+
"laya_context_tokens": 1024,
|
| 4 |
+
"conditions": {
|
| 5 |
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|
| 6 |
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|
| 7 |
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"n": 300,
|
| 8 |
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|
| 9 |
+
"p50": 117.0,
|
| 10 |
+
"p95": 118.0,
|
| 11 |
+
"max": 118
|
| 12 |
+
},
|
| 13 |
+
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|
| 14 |
+
"state_dependent_n": 150,
|
| 15 |
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|
| 16 |
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"state_dependent_rules_ignored_wrong_share": 0.0
|
| 17 |
+
},
|
| 18 |
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|
| 19 |
+
"n": 60,
|
| 20 |
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|
| 21 |
+
"p50": 117.0,
|
| 22 |
+
"p95": 118.0,
|
| 23 |
+
"max": 118
|
| 24 |
+
},
|
| 25 |
+
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|
| 26 |
+
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|
| 27 |
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"state_dependent_decoy_share": 0.0,
|
| 28 |
+
"state_dependent_rules_ignored_wrong_share": 0.0
|
| 29 |
+
}
|
| 30 |
+
},
|
| 31 |
+
"c3_stale": {
|
| 32 |
+
"test": {
|
| 33 |
+
"n": 300,
|
| 34 |
+
"telemetry_tokens": {
|
| 35 |
+
"p50": 273.0,
|
| 36 |
+
"p95": 275.0,
|
| 37 |
+
"max": 275
|
| 38 |
+
},
|
| 39 |
+
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|
| 40 |
+
"state_dependent_n": 150,
|
| 41 |
+
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|
| 42 |
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"state_dependent_rules_ignored_wrong_share": 0.76
|
| 43 |
+
},
|
| 44 |
+
"dev": {
|
| 45 |
+
"n": 60,
|
| 46 |
+
"telemetry_tokens": {
|
| 47 |
+
"p50": 273.0,
|
| 48 |
+
"p95": 275.0,
|
| 49 |
+
"max": 275
|
| 50 |
+
},
|
| 51 |
+
"share_telemetry_over_laya_context": 0.0,
|
| 52 |
+
"state_dependent_n": 30,
|
| 53 |
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"state_dependent_decoy_share": 0.7333333333333333,
|
| 54 |
+
"state_dependent_rules_ignored_wrong_share": 0.7333333333333333
|
| 55 |
+
}
|
| 56 |
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},
|
| 57 |
+
"c3_noisy": {
|
| 58 |
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|
| 59 |
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"n": 300,
|
| 60 |
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"telemetry_tokens": {
|
| 61 |
+
"p50": 157.0,
|
| 62 |
+
"p95": 158.0,
|
| 63 |
+
"max": 158
|
| 64 |
+
},
|
| 65 |
+
"share_telemetry_over_laya_context": 0.0,
|
| 66 |
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"state_dependent_n": 150,
|
| 67 |
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"state_dependent_decoy_share": 0.0,
|
| 68 |
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"state_dependent_rules_ignored_wrong_share": 0.0
|
| 69 |
+
},
|
| 70 |
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"dev": {
|
| 71 |
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"n": 60,
|
| 72 |
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"telemetry_tokens": {
|
| 73 |
+
"p50": 157.0,
|
| 74 |
+
"p95": 158.0,
|
| 75 |
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"max": 158
|
| 76 |
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},
|
| 77 |
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|
| 78 |
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|
| 79 |
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|
| 80 |
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"state_dependent_rules_ignored_wrong_share": 0.0
|
| 81 |
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}
|
| 82 |
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},
|
| 83 |
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|
| 84 |
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|
| 85 |
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|
| 86 |
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"telemetry_tokens": {
|
| 87 |
+
"p50": 208.0,
|
| 88 |
+
"p95": 210.0,
|
| 89 |
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"max": 210
|
| 90 |
+
},
|
| 91 |
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|
| 92 |
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|
| 93 |
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|
| 94 |
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|
| 95 |
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},
|
| 96 |
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|
| 97 |
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"n": 60,
|
| 98 |
+
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|
| 99 |
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"p50": 208.0,
|
| 100 |
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|
| 101 |
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"max": 210
|
| 102 |
+
},
|
| 103 |
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|
| 104 |
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|
| 105 |
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|
| 106 |
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"state_dependent_rules_ignored_wrong_share": 0.8
|
| 107 |
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}
|
| 108 |
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},
|
| 109 |
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|
| 110 |
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|
| 111 |
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|
| 112 |
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|
| 113 |
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|
| 114 |
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|
| 115 |
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"max": 209
|
| 116 |
+
},
|
| 117 |
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|
| 118 |
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|
| 119 |
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|
| 120 |
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|
| 121 |
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},
|
| 122 |
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|
| 123 |
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"n": 60,
|
| 124 |
+
"telemetry_tokens": {
|
| 125 |
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"p50": 208.0,
|
| 126 |
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"p95": 209.0,
|
| 127 |
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"max": 209
|
| 128 |
+
},
|
| 129 |
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|
| 130 |
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|
| 131 |
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|
| 132 |
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"state_dependent_rules_ignored_wrong_share": 0.0
|
| 133 |
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}
|
| 134 |
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},
|
| 135 |
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|
| 136 |
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|
| 137 |
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|
| 138 |
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|
| 139 |
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"p50": 567.0,
|
| 140 |
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"p95": 569.0,
|
| 141 |
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"max": 569
|
| 142 |
+
},
|
| 143 |
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|
| 144 |
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|
| 145 |
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|
| 146 |
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"state_dependent_rules_ignored_wrong_share": 0.8
|
| 147 |
+
},
|
| 148 |
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"dev": {
|
| 149 |
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"n": 60,
|
| 150 |
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"telemetry_tokens": {
|
| 151 |
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"p50": 567.0,
|
| 152 |
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"p95": 569.0,
|
| 153 |
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"max": 569
|
| 154 |
+
},
|
| 155 |
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|
| 156 |
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|
| 157 |
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|
| 158 |
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|
| 159 |
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}
|
| 160 |
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},
|
| 161 |
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|
| 162 |
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|
| 163 |
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"n": 300,
|
| 164 |
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"telemetry_tokens": {
|
| 165 |
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|
| 166 |
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|
| 167 |
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"max": 249
|
| 168 |
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},
|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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},
|
| 174 |
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|
| 175 |
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"n": 60,
|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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"max": 249
|
| 180 |
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},
|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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"state_dependent_rules_ignored_wrong_share": 0.0
|
| 185 |
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}
|
| 186 |
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},
|
| 187 |
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|
| 188 |
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|
| 189 |
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|
| 190 |
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|
| 191 |
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|
| 192 |
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|
| 193 |
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"max": 420
|
| 194 |
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},
|
| 195 |
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|
| 196 |
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|
| 197 |
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|
| 198 |
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|
| 199 |
+
},
|
| 200 |
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"dev": {
|
| 201 |
+
"n": 60,
|
| 202 |
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"telemetry_tokens": {
|
| 203 |
+
"p50": 418.0,
|
| 204 |
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"p95": 420.0,
|
| 205 |
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"max": 420
|
| 206 |
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},
|
| 207 |
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|
| 208 |
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|
| 209 |
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|
| 210 |
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|
| 211 |
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}
|
| 212 |
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},
|
| 213 |
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|
| 214 |
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|
| 215 |
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|
| 216 |
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|
| 217 |
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"p50": 527.0,
|
| 218 |
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"p95": 527.0,
|
| 219 |
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"max": 527
|
| 220 |
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},
|
| 221 |
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|
| 222 |
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|
| 223 |
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|
| 224 |
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|
| 225 |
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},
|
| 226 |
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|
| 227 |
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|
| 228 |
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|
| 229 |
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|
| 230 |
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|
| 231 |
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|
| 232 |
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},
|
| 233 |
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|
| 234 |
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|
| 235 |
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|
| 236 |
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|
| 237 |
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}
|
| 238 |
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},
|
| 239 |
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|
| 240 |
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|
| 241 |
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|
| 242 |
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|
| 243 |
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|
| 244 |
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|
| 245 |
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|
| 246 |
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|
| 247 |
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|
| 248 |
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|
| 249 |
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|
| 250 |
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|
| 251 |
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},
|
| 252 |
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|
| 253 |
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|
| 254 |
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|
| 255 |
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|
| 256 |
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|
| 257 |
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|
| 258 |
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},
|
| 259 |
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|
| 260 |
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|
| 261 |
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|
| 262 |
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|
| 263 |
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}
|
| 264 |
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},
|
| 265 |
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|
| 266 |
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|
| 267 |
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|
| 268 |
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|
| 269 |
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|
| 270 |
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|
| 271 |
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"max": 567
|
| 272 |
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},
|
| 273 |
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|
| 274 |
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|
| 275 |
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|
| 276 |
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|
| 277 |
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},
|
| 278 |
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|
| 279 |
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|
| 280 |
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|
| 281 |
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|
| 282 |
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|
| 283 |
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|
| 284 |
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},
|
| 285 |
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|
| 286 |
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|
| 287 |
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|
| 288 |
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|
| 289 |
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}
|
| 290 |
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},
|
| 291 |
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|
| 292 |
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|
| 293 |
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|
| 294 |
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|
| 295 |
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|
| 296 |
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|
| 297 |
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"max": 1154
|
| 298 |
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},
|
| 299 |
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"share_telemetry_over_laya_context": 1.0,
|
| 300 |
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|
| 301 |
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|
| 302 |
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"state_dependent_rules_ignored_wrong_share": 0.7933333333333333
|
| 303 |
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},
|
| 304 |
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|
| 305 |
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|
| 306 |
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|
| 307 |
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|
| 308 |
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|
| 309 |
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"max": 1154
|
| 310 |
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},
|
| 311 |
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"share_telemetry_over_laya_context": 1.0,
|
| 312 |
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|
| 313 |
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|
| 314 |
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"state_dependent_rules_ignored_wrong_share": 0.8
|
| 315 |
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}
|
| 316 |
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},
|
| 317 |
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|
| 318 |
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|
| 319 |
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|
| 320 |
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|
| 321 |
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|
| 322 |
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|
| 323 |
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"max": 1346
|
| 324 |
+
},
|
| 325 |
+
"share_telemetry_over_laya_context": 1.0,
|
| 326 |
+
"state_dependent_n": 150,
|
| 327 |
+
"state_dependent_decoy_share": 0.0,
|
| 328 |
+
"state_dependent_rules_ignored_wrong_share": 0.0
|
| 329 |
+
},
|
| 330 |
+
"dev": {
|
| 331 |
+
"n": 60,
|
| 332 |
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"telemetry_tokens": {
|
| 333 |
+
"p50": 1346.0,
|
| 334 |
+
"p95": 1346.0,
|
| 335 |
+
"max": 1346
|
| 336 |
+
},
|
| 337 |
+
"share_telemetry_over_laya_context": 1.0,
|
| 338 |
+
"state_dependent_n": 30,
|
| 339 |
+
"state_dependent_decoy_share": 0.0,
|
| 340 |
+
"state_dependent_rules_ignored_wrong_share": 0.0
|
| 341 |
+
}
|
| 342 |
+
},
|
| 343 |
+
"c57_stale": {
|
| 344 |
+
"test": {
|
| 345 |
+
"n": 300,
|
| 346 |
+
"telemetry_tokens": {
|
| 347 |
+
"p50": 4243.0,
|
| 348 |
+
"p95": 4243.0,
|
| 349 |
+
"max": 4243
|
| 350 |
+
},
|
| 351 |
+
"share_telemetry_over_laya_context": 1.0,
|
| 352 |
+
"state_dependent_n": 150,
|
| 353 |
+
"state_dependent_decoy_share": 0.8333333333333334,
|
| 354 |
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"state_dependent_rules_ignored_wrong_share": 0.8333333333333334
|
| 355 |
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},
|
| 356 |
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"dev": {
|
| 357 |
+
"n": 60,
|
| 358 |
+
"telemetry_tokens": {
|
| 359 |
+
"p50": 4243.0,
|
| 360 |
+
"p95": 4243.0,
|
| 361 |
+
"max": 4243
|
| 362 |
+
},
|
| 363 |
+
"share_telemetry_over_laya_context": 1.0,
|
| 364 |
+
"state_dependent_n": 30,
|
| 365 |
+
"state_dependent_decoy_share": 0.8333333333333334,
|
| 366 |
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"state_dependent_rules_ignored_wrong_share": 0.8333333333333334
|
| 367 |
+
}
|
| 368 |
+
},
|
| 369 |
+
"c57_noisy": {
|
| 370 |
+
"test": {
|
| 371 |
+
"n": 300,
|
| 372 |
+
"telemetry_tokens": {
|
| 373 |
+
"p50": 1386.0,
|
| 374 |
+
"p95": 1386.0,
|
| 375 |
+
"max": 1386
|
| 376 |
+
},
|
| 377 |
+
"share_telemetry_over_laya_context": 1.0,
|
| 378 |
+
"state_dependent_n": 150,
|
| 379 |
+
"state_dependent_decoy_share": 0.0,
|
| 380 |
+
"state_dependent_rules_ignored_wrong_share": 0.0
|
| 381 |
+
},
|
| 382 |
+
"dev": {
|
| 383 |
+
"n": 60,
|
| 384 |
+
"telemetry_tokens": {
|
| 385 |
+
"p50": 1386.0,
|
| 386 |
+
"p95": 1386.0,
|
| 387 |
+
"max": 1386
|
| 388 |
+
},
|
| 389 |
+
"share_telemetry_over_laya_context": 1.0,
|
| 390 |
+
"state_dependent_n": 30,
|
| 391 |
+
"state_dependent_decoy_share": 0.0,
|
| 392 |
+
"state_dependent_rules_ignored_wrong_share": 0.0
|
| 393 |
+
}
|
| 394 |
+
},
|
| 395 |
+
"c57_contradictory": {
|
| 396 |
+
"test": {
|
| 397 |
+
"n": 300,
|
| 398 |
+
"telemetry_tokens": {
|
| 399 |
+
"p50": 3044.0,
|
| 400 |
+
"p95": 3044.0,
|
| 401 |
+
"max": 3044
|
| 402 |
+
},
|
| 403 |
+
"share_telemetry_over_laya_context": 1.0,
|
| 404 |
+
"state_dependent_n": 150,
|
| 405 |
+
"state_dependent_decoy_share": 0.7933333333333333,
|
| 406 |
+
"state_dependent_rules_ignored_wrong_share": 0.7933333333333333
|
| 407 |
+
},
|
| 408 |
+
"dev": {
|
| 409 |
+
"n": 60,
|
| 410 |
+
"telemetry_tokens": {
|
| 411 |
+
"p50": 3044.0,
|
| 412 |
+
"p95": 3044.0,
|
| 413 |
+
"max": 3044
|
| 414 |
+
},
|
| 415 |
+
"share_telemetry_over_laya_context": 1.0,
|
| 416 |
+
"state_dependent_n": 30,
|
| 417 |
+
"state_dependent_decoy_share": 0.8333333333333334,
|
| 418 |
+
"state_dependent_rules_ignored_wrong_share": 0.8333333333333334
|
| 419 |
+
}
|
| 420 |
+
}
|
| 421 |
+
}
|
| 422 |
+
}
|
data/ranbench/ranintent-v1/tuples/dev.jsonl
ADDED
|
@@ -0,0 +1,60 @@
|
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|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"tuple_id": "ranintent_v1_dev_0000", "split": "dev", "half": "named_scope", "truth": {"action": "revert_default", "class": "analytics_offload", "scope": "stadium", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Incident ticket: Revert heavy analytics batch ingestion traffic to standard operational baseline across the stadium cluster, invalidating preceding modifications.", "meta": {"item_index": 0, "wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "13907eb708fff1ea1eb7d7619a44a0c69f4d5eed333e94f45b85bf22c01f2a8c"}}
|
| 2 |
+
{"tuple_id": "ranintent_v1_dev_0001", "split": "dev", "half": "state_dependent", "truth": {"action": "restrict_edge", "class": "best_effort", "scope": "worst_edge_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "regional_cloud", "latency_target": "unspecified", "duration": "15min", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "NOC alert: For cells where cell-edge subscribers suffer the lowest data rates, bound compute hosting for general best-effort packets so it stays within a regional cloud facility for fifteen minutes.", "meta": {"item_index": 1, "wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "e404630608fad31b7a16983a0a3052a8b792e8fcbda07969a4b248669d46413c"}}
|
| 3 |
+
{"tuple_id": "ranintent_v1_dev_0002", "split": "dev", "half": "state_dependent", "truth": {"action": "deprioritise", "class": "emergency_video", "scope": "most_loaded_cells", "target_cluster": "south_cluster", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end", "issuer": "civic_safety"}, "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "The carrier shall de-escalate the queue precedence of municipal emergency streaming video feeds, including wearable cameras and vehicle-mounted feeds, to a subordinate tier on all access nodes experiencing extreme traffic volume for the entire duration of the active situation.", "meta": {"item_index": 2, "wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "c6fa6034e99ee2952dd2fcece0f900c8d07a71e47aa31522a32b112bd77506f6"}}
|
| 4 |
+
{"tuple_id": "ranintent_v1_dev_0003", "split": "dev", "half": "state_dependent", "truth": {"action": "cap_share", "class": "iot_metering", "scope": "worst_edge_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "70", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min", "issuer": "axis_robotics"}, "issuer": {"id": "axis_robotics", "kind": "tenant", "display_name": "Axis Robotics", "owned_classes": ["factory_control", "iot_metering"], "may_set_critical": false}, "text": "Exposure note from Axis Robotics: Cap our low-rate sensor and meter reporting traffic at a maximum of 70 percent of available radio resources on cells where fringe users face lowest throughput, valid for 15 minutes.", "meta": {"item_index": 3, "wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "255e7d59b7098a8d2032e62ee57dfea73ac08843dd488b3210993852bd883ea4"}}
|
| 5 |
+
{"tuple_id": "ranintent_v1_dev_0004", "split": "dev", "half": "named_scope", "truth": {"action": "deprioritise", "class": "iot_metering", "scope": "north_cluster", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hey assistant, set the priority for sensor telemetry and smart meter reports to low across the north cluster until the active incident terminates.", "meta": {"item_index": 4, "wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "152de8bdc15776c793b1bed20ba41de9fe3e2659c623fd26b177e8a1f9b7e676"}}
|
| 6 |
+
{"tuple_id": "ranintent_v1_dev_0005", "split": "dev", "half": "state_dependent", "truth": {"action": "cap_share", "class": "video_streaming", "scope": "most_loaded_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "50", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hello team, on cells that are currently experiencing peak congestion, please restrict consumer video streaming to a maximum ceiling of 50 percent of total radio resources. This throttle should remain active for fifteen minutes.", "meta": {"item_index": 5, "wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "c4348a5e95e53ed4afc6e18693284b5975ce7460a1626663fc0d1cd19cfd71fe"}}
|
| 7 |
+
{"tuple_id": "ranintent_v1_dev_0006", "split": "dev", "half": "state_dependent", "truth": {"action": "relax_edge", "class": "mission_voice", "scope": "worst_edge_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "regional_cloud", "latency_target": "unspecified", "duration": "until_revoked", "issuer": "civic_safety"}, "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "Ticket #8412: Permit workload offloading for emergency responder push-to-talk audio services to extend up to regional cloud facilities on sectors where boundary user throughput is severely degraded, keeping this rule effective indefinitely until manually cancelled.", "meta": {"item_index": 6, "wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "ddb7f8b21fdcc4912a119e3f5097bc07c8c96c7db2baaca936497f71babd177c"}}
|
| 8 |
+
{"tuple_id": "ranintent_v1_dev_0007", "split": "dev", "half": "named_scope", "truth": {"action": "prioritise", "class": "xr_gaming", "scope": "north_cluster", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Ops team: push interactive XR gaming traffic up to top-tier urgent scheduling across north cluster nodes immediately.", "meta": {"item_index": 7, "wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "c4353644836b0c4980120467a47741395abfaef8eb1eed5aaf0b2bc9f0197cdf"}}
|
| 9 |
+
{"tuple_id": "ranintent_v1_dev_0008", "split": "dev", "half": "named_scope", "truth": {"action": "deprioritise", "class": "factory_control", "scope": "stadium", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "axis_robotics"}, "issuer": {"id": "axis_robotics", "kind": "tenant", "display_name": "Axis Robotics", "owned_classes": ["factory_control", "iot_metering"], "may_set_critical": false}, "text": "Axis Robotics stipulates that scheduling precedence for its automated machinery feedback transmissions shall be downgraded to a minor tier throughout the stadium cell sector.", "meta": {"item_index": 8, "wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "ce75e276ce900bcf85205e47688fba5aed56cd8ff23ab5e347117671f2330858"}}
|
| 10 |
+
{"tuple_id": "ranintent_v1_dev_0009", "split": "dev", "half": "named_scope", "truth": {"action": "deprioritise", "class": "emergency_video", "scope": "hospital_zone", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end", "issuer": "civic_safety"}, "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "API request: Demote emergency responder live video feeds from ambulance and officer cameras to normal priority in the hospital zone for the duration of the current event.", "meta": {"item_index": 9, "wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "22fdd2ac039edd132e3595f9163589cc27f16279743f2288fecdd549b4c8ed0c"}}
|
| 11 |
+
{"tuple_id": "ranintent_v1_dev_0010", "split": "dev", "half": "named_scope", "truth": {"action": "deprioritise", "class": "emergency_video", "scope": "hospital_zone", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min", "issuer": "civic_safety"}, "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "Please step down our emergency ambulance and body camera video feeds to normal priority in the hospital zone for the next fifteen minutes.", "meta": {"item_index": 10, "wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "0ea451bb7c21c1aad7d3a9bcad3affdced5526247f506d89066406f518a4d2b9"}}
|
| 12 |
+
{"tuple_id": "ranintent_v1_dev_0011", "split": "dev", "half": "state_dependent", "truth": {"action": "deprioritise", "class": "analytics_offload", "scope": "worst_edge_cells", "target_cluster": "north_cluster", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min", "issuer": "datacrest"}, "issuer": {"id": "datacrest", "kind": "tenant", "display_name": "Datacrest Analytics", "owned_classes": ["analytics_offload"], "may_set_critical": false}, "text": "Hello RAN Operations, Datacrest requests demoting the transmission scheduling tier of our bulk edge analytics ingress feeds down to normal standing for any radio units where cell-boundary device throughput is at its minimum. Please enforce this deprioritization for the next fifteen minutes.", "meta": {"item_index": 11, "wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "727e39a8de11f4025b7c0c15e3794760376dc92e4aaffff3361c0fc4b9a6e494"}}
|
| 13 |
+
{"tuple_id": "ranintent_v1_dev_0012", "split": "dev", "half": "named_scope", "truth": {"action": "revert_default", "class": "factory_control", "scope": "north_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "axis_robotics"}, "issuer": {"id": "axis_robotics", "kind": "tenant", "display_name": "Axis Robotics", "owned_classes": ["factory_control", "iot_metering"], "may_set_critical": false}, "text": "Ticket request from Axis Robotics: Discontinue ongoing overrides and restore factory default handling for automated robotic feedback loops operating in the north sector.", "meta": {"item_index": 12, "wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "bf470198e9c5f071fc91bb47424df8a9eb77a2e78fbd446267237519561b8150"}}
|
| 14 |
+
{"tuple_id": "ranintent_v1_dev_0013", "split": "dev", "half": "named_scope", "truth": {"action": "prioritise", "class": "iot_metering", "scope": "north_cluster", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "@ops-team: escalate scheduling order for IoT sensing and smart metering telemetry to top-tier urgent status across the northern cell group until the ongoing incident wraps up.", "meta": {"item_index": 13, "wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "df0effee257654cf3f81d162a0aa590e5e4ddce7f30c4a89822b92568a6bfc63"}}
|
| 15 |
+
{"tuple_id": "ranintent_v1_dev_0014", "split": "dev", "half": "named_scope", "truth": {"action": "deprioritise", "class": "xr_gaming", "scope": "stadium", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min", "issuer": "lumen_media"}, "issuer": {"id": "lumen_media", "kind": "tenant", "display_name": "Lumen Media", "owned_classes": ["video_streaming", "xr_gaming"], "may_set_critical": false}, "text": "Pursuant to the service agreement, Lumen Media authorizes the operator to reduce the queue ranking for interactive cloud gaming and XR traffic to low priority across the stadium cluster for fifteen minutes.", "meta": {"item_index": 14, "wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "fa69c9cba29c92e4f9db6ff48fecd21b5d6a088122c42d3aab8406bccf73eb52"}}
|
| 16 |
+
{"tuple_id": "ranintent_v1_dev_0015", "split": "dev", "half": "state_dependent", "truth": {"action": "revert_default", "class": "emergency_video", "scope": "most_loaded_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Exposure request: Revert emergency service video streams, including bodycam feeds, back to standard baseline QoS on the most congested cells, clearing prior overrides.", "meta": {"item_index": 15, "wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "5d4d9a749b72d07066dd08c0127f86ad3b319e723eb906079c6fe7775e2dadf7"}}
|
| 17 |
+
{"tuple_id": "ranintent_v1_dev_0016", "split": "dev", "half": "named_scope", "truth": {"action": "prioritise", "class": "analytics_offload", "scope": "hospital_zone", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Assistant, elevate scheduling for bulk analytics uploads to high priority in the hospital zone until revoked.", "meta": {"item_index": 16, "wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "e30efd7f50767bd90e26fb809ede5a33b3b671277ac59c38c80c56202301c8a0"}}
|
| 18 |
+
{"tuple_id": "ranintent_v1_dev_0017", "split": "dev", "half": "named_scope", "truth": {"action": "prioritise", "class": "analytics_offload", "scope": "hospital_zone", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hi team, please elevate the transmission priority of bulk edge analytics upload streams to high status across the hospital zone. This preference should remain effective for a one-hour window.", "meta": {"item_index": 17, "wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "4e4060f4787a22b0fd9d25df5d85c9b00c3e82f6d8c3d3231adbc230c0f497ca"}}
|
| 19 |
+
{"tuple_id": "ranintent_v1_dev_0018", "split": "dev", "half": "named_scope", "truth": {"action": "deprioritise", "class": "best_effort", "scope": "hospital_zone", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Service Request: Throttle down regular background traffic to standard nominal queue priority across the hospital zone for a fifteen-minute duration.", "meta": {"item_index": 18, "wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "0ea4559cf5c5cdaa9b08adc754b1498c8a39cebf7f9ba438219da0a1658c9405"}}
|
| 20 |
+
{"tuple_id": "ranintent_v1_dev_0019", "split": "dev", "half": "named_scope", "truth": {"action": "prioritise", "class": "best_effort", "scope": "stadium", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "@all, let's bump general best-effort internet traffic to high scheduling priority across the stadium cluster.", "meta": {"item_index": 19, "wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "3e624d7b3285822d250e0c81b57d6517565492c9ef35edc9bbfca3a383cac787"}}
|
| 21 |
+
{"tuple_id": "ranintent_v1_dev_0020", "split": "dev", "half": "state_dependent", "truth": {"action": "guarantee_share", "class": "analytics_offload", "scope": "worst_edge_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "30", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "datacrest"}, "issuer": {"id": "datacrest", "kind": "tenant", "display_name": "Datacrest Analytics", "owned_classes": ["analytics_offload"], "may_set_critical": false}, "text": "Datacrest Analytics mandates that the network shall guarantee an allocation of no less than thirty percent of physical transmission blocks to edge analytics batch ingestion streams across all access nodes where edge devices suffer the poorest data rates.", "meta": {"item_index": 20, "wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "2cf5219927f2eb6046f98f0f7bee1eb2df1b73dbc65e867507460d3d30b5fffe"}}
|
| 22 |
+
{"tuple_id": "ranintent_v1_dev_0021", "split": "dev", "half": "state_dependent", "truth": {"action": "guarantee_share", "class": "mission_voice", "scope": "most_loaded_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "20", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h", "issuer": "civic_safety"}, "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "Exposure note: Civic Safety Agency requires dedicating at least 20 percent of radio resource blocks to first-responder voice talkgroups across cells suffering peak congestion for one hour.", "meta": {"item_index": 21, "wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "0ac888b03e80befcb5afd8f541197810d0d2e9b8ede3f67781de950f3400b1ad"}}
|
| 23 |
+
{"tuple_id": "ranintent_v1_dev_0022", "split": "dev", "half": "state_dependent", "truth": {"action": "deprioritise", "class": "best_effort", "scope": "most_loaded_cells", "target_cluster": "stadium", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Reduce the dispatch rank of unclassified background internet traffic down to standard baseline in the most congested towers until the active incident concludes.", "meta": {"item_index": 22, "wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "bf209de1f09b8df58db6bcd91c146751d66f67a915093024e01d2212028bf8c6"}}
|
| 24 |
+
{"tuple_id": "ranintent_v1_dev_0023", "split": "dev", "half": "named_scope", "truth": {"action": "deprioritise", "class": "video_streaming", "scope": "north_cluster", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hi operations team, please reduce the scheduling rank of consumer video streaming packets to normal priority in the north cluster. Keep this policy configuration in effect until further notice.", "meta": {"item_index": 23, "wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "812f9e3b530ba0a4a3007f55e943fc135350f388c87fe78c2587b39d322d7697"}}
|
| 25 |
+
{"tuple_id": "ranintent_v1_dev_0024", "split": "dev", "half": "named_scope", "truth": {"action": "revert_default", "class": "video_streaming", "scope": "stadium", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "lumen_media"}, "issuer": {"id": "lumen_media", "kind": "tenant", "display_name": "Lumen Media", "owned_classes": ["video_streaming", "xr_gaming"], "may_set_critical": false}, "text": "Ticket opened by Lumen Media: Please reset our consumer video streaming flows to standard default handling across the stadium cluster, clearing all existing overrides.", "meta": {"item_index": 24, "wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "3b25e7572a10f436bb9957fc6027e093046cbb39cf29aa3de3beb0d6ec72f10b"}}
|
| 26 |
+
{"tuple_id": "ranintent_v1_dev_0025", "split": "dev", "half": "state_dependent", "truth": {"action": "cap_share", "class": "xr_gaming", "scope": "worst_edge_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "10", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Team: restrict cloud gaming and interactive XR sessions to at most 10% of radio resources on cells where edge user data rates are lowest, effective for one hour.", "meta": {"item_index": 25, "wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "960444b3b70253af736f5e9b2567b55cf369eca5dfb400b448a926fff569678b"}}
|
| 27 |
+
{"tuple_id": "ranintent_v1_dev_0026", "split": "dev", "half": "named_scope", "truth": {"action": "prioritise", "class": "emergency_video", "scope": "south_cluster", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked", "issuer": "civic_safety"}, "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "The network service provider must assign maximum critical precedence to real-time visual streams originating from paramedic units and officer surveillance gear within the south cluster until this directive is formally rescinded.", "meta": {"item_index": 26, "wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "99a0c4b5ca43ba8478a266face146b11fec3a7e2fecd947bec27011b530038be"}}
|
| 28 |
+
{"tuple_id": "ranintent_v1_dev_0027", "split": "dev", "half": "named_scope", "truth": {"action": "prioritise", "class": "video_streaming", "scope": "hospital_zone", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Exposure note: Set scheduling queue priority to critical for consumer video streaming services across the hospital zone over the next one hour.", "meta": {"item_index": 27, "wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "cd989f1d3a707296891d6c406cbe4afffe2cb382274db3da93c3f020b85bb7d6"}}
|
| 29 |
+
{"tuple_id": "ranintent_v1_dev_0028", "split": "dev", "half": "state_dependent", "truth": {"action": "restrict_edge", "class": "video_streaming", "scope": "most_loaded_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "on_site", "latency_target": "unspecified", "duration": "unspecified", "issuer": "lumen_media"}, "issuer": {"id": "lumen_media", "kind": "tenant", "display_name": "Lumen Media", "owned_classes": ["video_streaming", "xr_gaming"], "may_set_critical": false}, "text": "Please make sure that streaming media delivery is processed locally on equipment stationed directly at the base stations for any sectors undergoing maximum traffic saturation.", "meta": {"item_index": 28, "wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "e4f71ed4e9210f80c4d7c2c60fc4def82f0f42b63448ec4b72ca0e358174c656"}}
|
| 30 |
+
{"tuple_id": "ranintent_v1_dev_0029", "split": "dev", "half": "state_dependent", "truth": {"action": "prioritise", "class": "iot_metering", "scope": "worst_edge_cells", "target_cluster": "stadium", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hi RAN team, please temporarily boost the dispatching importance of telemetry from low-rate sensors and meters to emergency grade across all base stations where edge subscribers are experiencing the lowest throughput rates. This operational adjustment should remain active for the next fifteen minutes.", "meta": {"item_index": 29, "wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "6ba64d79ea6c56de2a3b6674549607c73809a5defcc3b6953c4c70ae6a84a673"}}
|
| 31 |
+
{"tuple_id": "ranintent_v1_dev_0030", "split": "dev", "half": "named_scope", "truth": {"action": "revert_default", "class": "iot_metering", "scope": "hospital_zone", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Ticket update: Clear existing policy modifications and revert sensor reports and low-speed meter updates to default operational handling in the hospital zone.", "meta": {"item_index": 30, "wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "b148ab857b24ab7858edde9bc93046242abc1ba5ee8e7d1caaa85c28bffcbc01"}}
|
| 32 |
+
{"tuple_id": "ranintent_v1_dev_0031", "split": "dev", "half": "named_scope", "truth": {"action": "revert_default", "class": "analytics_offload", "scope": "north_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "datacrest"}, "issuer": {"id": "datacrest", "kind": "tenant", "display_name": "Datacrest Analytics", "owned_classes": ["analytics_offload"], "may_set_critical": false}, "text": "Datacrest notice: Revert our bulk analytics upload flows back to default network configuration across the northern sector, dropping all custom adjustments.", "meta": {"item_index": 31, "wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "2ae9c5de055f766bd425d052578a8453588d7b82c2170f8f27c9068886541ef5"}}
|
| 33 |
+
{"tuple_id": "ranintent_v1_dev_0032", "split": "dev", "half": "state_dependent", "truth": {"action": "relax_edge", "class": "factory_control", "scope": "most_loaded_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "any", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Under the dynamic resource policy, the system is authorized to relocate compute workloads for automated machine closed-loop control to arbitrary edge servers or central cloud infrastructure on base stations experiencing peak congestion.", "meta": {"item_index": 32, "wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "0dcbeab2d678e38a88c87f1907fbb7b14200fea4a367720d211bb0225aab01d5"}}
|
| 34 |
+
{"tuple_id": "ranintent_v1_dev_0033", "split": "dev", "half": "state_dependent", "truth": {"action": "set_latency_target", "class": "video_streaming", "scope": "worst_edge_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "5", "duration": "1h", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Configuration note: Bound end-to-end latency for commercial video playback streams to five milliseconds across the poorest-performing fringe cells for a sixty-minute window.", "meta": {"item_index": 33, "wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "dbb95a02fae34c695eb196698003781eff6407796018f23ca3828290bf06bde5"}}
|
| 35 |
+
{"tuple_id": "ranintent_v1_dev_0034", "split": "dev", "half": "named_scope", "truth": {"action": "deprioritise", "class": "best_effort", "scope": "south_cluster", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hey assistant, dial down the scheduling tier for standard best-effort web traffic to low priority in the south cluster.", "meta": {"item_index": 34, "wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "ac5c4ab363bd94b0dd67ca04e60859e015121550c521f2833779108c9917a6b6"}}
|
| 36 |
+
{"tuple_id": "ranintent_v1_dev_0035", "split": "dev", "half": "state_dependent", "truth": {"action": "prioritise", "class": "emergency_video", "scope": "worst_edge_cells", "target_cluster": "north_cluster", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hi all, during the ongoing incident, please elevate video transmissions from first-responder bodycams and emergency vehicles to elevated priority on all cells where perimeter users exhibit the lowest throughput figures. Maintain this elevated prioritization until the event concludes.", "meta": {"item_index": 35, "wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "074477953d536adb6b0ee15667dc4ce96e9bd4d6917be36cd81b1918e5ea173d"}}
|
| 37 |
+
{"tuple_id": "ranintent_v1_dev_0036", "split": "dev", "half": "state_dependent", "truth": {"action": "deprioritise", "class": "iot_metering", "scope": "most_loaded_cells", "target_cluster": "hospital_zone", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Support ticket: Downgrade meter and sensor telemetry transmissions to low priority on our most congested cells for the next sixty minutes.", "meta": {"item_index": 36, "wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "9f8279b454efd4a20029becab9a1c3f392cb29b2bb5e49cae32fec1ab8caaa04"}}
|
| 38 |
+
{"tuple_id": "ranintent_v1_dev_0037", "split": "dev", "half": "state_dependent", "truth": {"action": "relax_edge", "class": "video_streaming", "scope": "most_loaded_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "metro_edge", "latency_target": "unspecified", "duration": "event_end", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Channel: on all towers experiencing peak traffic load, permit video streaming workloads to expand out to the metro edge compute facility until the ongoing event finishes.", "meta": {"item_index": 37, "wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "1c3742ac6398a81ccfc6927dbdb3603e9682b20d6fbd5caf76e0cefabe58a00e"}}
|
| 39 |
+
{"tuple_id": "ranintent_v1_dev_0038", "split": "dev", "half": "state_dependent", "truth": {"action": "set_latency_target", "class": "factory_control", "scope": "most_loaded_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "10", "duration": "1h", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "The service management system shall enforce a maximum latency threshold of 10 ms for automated machine closed-loop control communications on cells with highest load for a duration of one hour.", "meta": {"item_index": 38, "wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "cfe0a03dc8c16b7370f2870cdd8fe9c8be27593b5b40510486c01c0bfb32d530"}}
|
| 40 |
+
{"tuple_id": "ranintent_v1_dev_0039", "split": "dev", "half": "state_dependent", "truth": {"action": "set_latency_target", "class": "mission_voice", "scope": "most_loaded_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "100", "duration": "unspecified", "issuer": "civic_safety"}, "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "API directive from Civic Safety Agency: Impose a 100-millisecond latency threshold for first responder push-to-talk audio on sectors operating at peak saturation.", "meta": {"item_index": 39, "wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "aad046d203b47975c260adf1f15768c82987f13b3af7b2108bb4f22b92a9e85e"}}
|
| 41 |
+
{"tuple_id": "ranintent_v1_dev_0040", "split": "dev", "half": "named_scope", "truth": {"action": "deprioritise", "class": "emergency_video", "scope": "north_cluster", "target_cluster": "none", "priority": "low", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked", "issuer": "civic_safety"}, "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "Assistant, deprioritize our first-responder feeds from bodycams and ambulances down to bottom-rank queuing across the north sector until further notice.", "meta": {"item_index": 40, "wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "9239ac61d02256bef0d9088f57377ed402b5717878cdd6864832e74b3836a74a"}}
|
| 42 |
+
{"tuple_id": "ranintent_v1_dev_0041", "split": "dev", "half": "state_dependent", "truth": {"action": "restrict_edge", "class": "factory_control", "scope": "worst_edge_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "metro_edge", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Good morning, please configure the routing policy for automated machine closed-loop control communications so that edge computations do not traverse beyond the metro edge computing node. Apply this restriction exclusively on base stations exhibiting the poorest cell-edge user throughput.", "meta": {"item_index": 41, "wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "9009f7db6f469899efe55a7e83c4f827ed2171f1079ba59995bad3b21cce8288"}}
|
| 43 |
+
{"tuple_id": "ranintent_v1_dev_0042", "split": "dev", "half": "named_scope", "truth": {"action": "prioritise", "class": "factory_control", "scope": "south_cluster", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Trouble Ticket: Increase the scheduling preference of automated machine closed-loop control communications to high priority across the south cluster for the next hour.", "meta": {"item_index": 42, "wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "5b7caf244f63d872efe4c4692011cd6ca50372e30b41bc39e50d5d2dca33356b"}}
|
| 44 |
+
{"tuple_id": "ranintent_v1_dev_0043", "split": "dev", "half": "state_dependent", "truth": {"action": "cap_share", "class": "xr_gaming", "scope": "most_loaded_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "30", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Attention team: cap cloud gaming and augmented reality data to no more than 30% airtime resource blocks on the most congested sectors until further instructions.", "meta": {"item_index": 43, "wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "efd51dc73f4f443c243ae4df72feebadf8964f9bf74d40a93e9f20648c1cc461"}}
|
| 45 |
+
{"tuple_id": "ranintent_v1_dev_0044", "split": "dev", "half": "state_dependent", "truth": {"action": "set_latency_target", "class": "emergency_video", "scope": "worst_edge_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "20", "duration": "until_revoked", "issuer": "civic_safety"}, "issuer": {"id": "civic_safety", "kind": "tenant", "display_name": "Civic Safety Agency", "owned_classes": ["emergency_video", "mission_voice"], "may_set_critical": true}, "text": "The network service provider guarantees a delivery latency bound of 20 ms for emergency services live video streams from ambulance and body cameras on cells where perimeter users experience poorest throughput, continuing until explicitly revoked.", "meta": {"item_index": 44, "wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "8640f14b5630a477196d6b313f44f82a9318c194cc14c82111ae25f42ed2fbf9"}}
|
| 46 |
+
{"tuple_id": "ranintent_v1_dev_0045", "split": "dev", "half": "state_dependent", "truth": {"action": "revert_default", "class": "xr_gaming", "scope": "worst_edge_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "API request note: Cancel overrides and restore default policy settings for XR sessions and cloud gaming on nodes where cell edge users have lowest throughput.", "meta": {"item_index": 45, "wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "c4f60c30d3fde219e42321ed16c7aa6817acf03d7c1272db22bff710ea3bf427"}}
|
| 47 |
+
{"tuple_id": "ranintent_v1_dev_0046", "split": "dev", "half": "state_dependent", "truth": {"action": "revert_default", "class": "analytics_offload", "scope": "most_loaded_cells", "target_cluster": "stadium", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "datacrest"}, "issuer": {"id": "datacrest", "kind": "tenant", "display_name": "Datacrest Analytics", "owned_classes": ["analytics_offload"], "may_set_critical": false}, "text": "Assistant, cancel modifications and restore default policy for our large-scale analytics data transfers on all cells currently experiencing peak load.", "meta": {"item_index": 46, "wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "e1879abb781c132273fa232bada1aff0a11aae3b783c9d40c5bfcaabc0c5c598"}}
|
| 48 |
+
{"tuple_id": "ranintent_v1_dev_0047", "split": "dev", "half": "named_scope", "truth": {"action": "deprioritise", "class": "best_effort", "scope": "hospital_zone", "target_cluster": "none", "priority": "normal", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "1h", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Team, please adjust the scheduler configuration across the hospital zone by stepping down generic best-effort internet packets to standard medium priority. We need this restriction in place for an interval of one hour.", "meta": {"item_index": 47, "wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "42ae2b637b27ab0039e8962ff79c54b4f70193c51fe83bafdb873ac817b15461"}}
|
| 49 |
+
{"tuple_id": "ranintent_v1_dev_0048", "split": "dev", "half": "state_dependent", "truth": {"action": "guarantee_share", "class": "best_effort", "scope": "most_loaded_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "70", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "until_revoked", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Ticket #9102: Guarantee a minimum radio resource allocation of 70 percent of transmission blocks for unclassified best-effort user data on the most congested sectors until revoked.", "meta": {"item_index": 48, "wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "308d1c596472b447f54edd2e87f83fec79da060a3897f2e527b18d61c49c5000"}}
|
| 50 |
+
{"tuple_id": "ranintent_v1_dev_0049", "split": "dev", "half": "named_scope", "truth": {"action": "prioritise", "class": "video_streaming", "scope": "stadium", "target_cluster": "none", "priority": "high", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "NOC update: escalate consumer video streaming traffic to high scheduling tier in the stadium cluster until the event wraps up.", "meta": {"item_index": 49, "wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "e716a256527b717df3f99def38f90b4c8101170cef95573d7a11cae2eb4d5068"}}
|
| 51 |
+
{"tuple_id": "ranintent_v1_dev_0050", "split": "dev", "half": "named_scope", "truth": {"action": "prioritise", "class": "mission_voice", "scope": "south_cluster", "target_cluster": "none", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "15min", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Under emergency protocol, the operator shall elevate tactical first-responder voice communications to critical priority level across all sectors within the south cluster for a duration of fifteen minutes.", "meta": {"item_index": 50, "wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "4cd825a1bed40bb370bf0cd0bcccc711a6627d1e236d001c09de9df29b5f6da2"}}
|
| 52 |
+
{"tuple_id": "ranintent_v1_dev_0051", "split": "dev", "half": "named_scope", "truth": {"action": "revert_default", "class": "mission_voice", "scope": "north_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "API request: Cancel all special prioritization and revert mission-critical first-responder voice communications back to default profile across the north cluster.", "meta": {"item_index": 51, "wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "dc721c6159e46c838e39022c3ae624ae8bbd9099e21d60d40c89b6724d5bd199"}}
|
| 53 |
+
{"tuple_id": "ranintent_v1_dev_0052", "split": "dev", "half": "state_dependent", "truth": {"action": "prioritise", "class": "analytics_offload", "scope": "worst_edge_cells", "target_cluster": "north_cluster", "priority": "critical", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "event_end", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Assistant, please boost bulk analytics data uploads to critical priority on cells where edge users experience the worst throughput until this event ends.", "meta": {"item_index": 52, "wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "f027c51bc995adfee1b66219d603e51c51882f58b5e59d6dd3d09a1306a6724f"}}
|
| 54 |
+
{"tuple_id": "ranintent_v1_dev_0053", "split": "dev", "half": "state_dependent", "truth": {"action": "relax_edge", "class": "mission_voice", "scope": "most_loaded_cells", "target_cluster": "south_cluster", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "metro_edge", "latency_target": "unspecified", "duration": "until_revoked", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hello network engineers, for all radio sectors currently suffering severe congestion, please permit tactical push-to-talk audio services for first responders to execute compute tasks as far outward as the metropolitan edge computing facility. This routing allowance remains in effect until specifically cancelled.", "meta": {"item_index": 53, "wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "6c70f07748e75bb44ca957db85c59adc7e71427b68c54db39655b037f177ec26"}}
|
| 55 |
+
{"tuple_id": "ranintent_v1_dev_0054", "split": "dev", "half": "named_scope", "truth": {"action": "revert_default", "class": "xr_gaming", "scope": "south_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Trouble Ticket: Rescind previous QoS overrides and restore standard nominal handling for interactive cloud gaming and XR streams across south sector cell sites.", "meta": {"item_index": 54, "wording_family": "operator ticket", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "d115753653cf0e53ffb946c28cfe3af48ee32c55a29ad7894b31600ea79e072f"}}
|
| 56 |
+
{"tuple_id": "ranintent_v1_dev_0055", "split": "dev", "half": "state_dependent", "truth": {"action": "guarantee_share", "class": "xr_gaming", "scope": "most_loaded_cells", "target_cluster": "north_cluster", "priority": "unspecified", "prb_share": "10", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "lumen_media"}, "issuer": {"id": "lumen_media", "kind": "tenant", "display_name": "Lumen Media", "owned_classes": ["video_streaming", "xr_gaming"], "may_set_critical": false}, "text": "Lumen Media request: guarantee at least a 10 percent share of radio resources for cloud gaming and XR traffic on the most congested cells right now.", "meta": {"item_index": 55, "wording_family": "NOC chat message", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "6cb702361e5e3cb83275e1dabac203816a15dec47e25bdd1fd8fa93f834f0a1f"}}
|
| 57 |
+
{"tuple_id": "ranintent_v1_dev_0056", "split": "dev", "half": "named_scope", "truth": {"action": "revert_default", "class": "mission_voice", "scope": "stadium", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "The provider shall revoke all prior traffic management rules and reinstate default baseline provisioning for first-responder mission-critical voice communications across the stadium cluster.", "meta": {"item_index": 56, "wording_family": "formal SLA clause", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "078bbad82cf3e0efaf302090dd42799ccf92115e7bc3b491333a0b28a3a070b0"}}
|
| 58 |
+
{"tuple_id": "ranintent_v1_dev_0057", "split": "dev", "half": "state_dependent", "truth": {"action": "revert_default", "class": "best_effort", "scope": "worst_edge_cells", "target_cluster": "hospital_zone", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Exposure note: Clear all prior overrides and reset standard network handling for general background traffic on radio nodes where edge users report minimal data rates.", "meta": {"item_index": 57, "wording_family": "exposure API request note", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "dab64649b5c102c5f59a9e06548cc7dbcd04f782b2f96658a78b38a7445885fc"}}
|
| 59 |
+
{"tuple_id": "ranintent_v1_dev_0058", "split": "dev", "half": "named_scope", "truth": {"action": "revert_default", "class": "mission_voice", "scope": "south_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hey, revert all first-responder voice talkgroup channels back to their standard baseline profile in the southern cell sites.", "meta": {"item_index": 58, "wording_family": "voice-assistant utterance", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "7a7b10d10a9454a554f7d81b60f4bdf31d58b310a1a341d9b76b5b11f665c0e4"}}
|
| 60 |
+
{"tuple_id": "ranintent_v1_dev_0059", "split": "dev", "half": "named_scope", "truth": {"action": "revert_default", "class": "xr_gaming", "scope": "south_cluster", "target_cluster": "none", "priority": "unspecified", "prb_share": "unspecified", "edge_site": "unspecified", "latency_target": "unspecified", "duration": "unspecified", "issuer": "operator"}, "issuer": {"id": "operator", "kind": "operator", "display_name": "the network operator's operations team", "owned_classes": ["emergency_video", "mission_voice", "factory_control", "xr_gaming", "video_streaming", "iot_metering", "analytics_offload", "best_effort"], "may_set_critical": true}, "text": "Hi team, we need to roll back all temporary policies applied to cloud gaming sessions and interactive virtual reality flows throughout the south cluster. Please return this service class to its original default profile.", "meta": {"item_index": 59, "wording_family": "email", "generator": "[email protected]", "verifier": "claude-opus-5.5", "attempts": 1, "is_replacement": false, "prompt_sha256": "aa470d4a1a37be86815b5ec274672d07fefc7fc4bb4b6f63b6195239bc782ad2"}}
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data/ranbench/ranintent-v1/tuples/test.jsonl
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| 1 |
+
model,condition,status,primary_rule,primary_block,primary_n,primary_errors,primary_error_types,primary_error_rate,primary_avail_rate,error_gt_5pct,blocks_error_gt_5pct,sensitivity_blocks,sensitivity_block_names,sensitivity_n,sensitivity_errors,sensitivity_error_types,total_n,total_errors,total_avail_rate,total_http_429,total_http_429_rate,block_attempts
|
| 2 |
+
Jev-1.13.0,c3_fresh,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 3 |
+
Jev-1.13.0,c3_stale,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 4 |
+
Jev-1.13.0,c3_noisy,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 5 |
+
Jev-1.13.0,c3_contradictory,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 6 |
+
Jev-1.13.0,c7_fresh,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 7 |
+
Jev-1.13.0,c7_stale,complete,block,c1_hosted,300,2,TimeoutError: 2,0.006666666666666667,0.9933333333333333,False,None,0,None,0,0,None,300,2,0.9933333333333333,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 8 |
+
Jev-1.13.0,c7_noisy,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 9 |
+
Jev-1.13.0,c7_contradictory,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 10 |
+
Jev-1.13.0,c21_fresh,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 11 |
+
Jev-1.13.0,c21_stale,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 12 |
+
Jev-1.13.0,c21_noisy,complete,block,c1_hosted,300,1,TimeoutError: 1,0.0033333333333333335,0.9966666666666667,False,None,0,None,0,0,None,300,1,0.9966666666666667,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 13 |
+
Jev-1.13.0,c21_contradictory,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 14 |
+
Jev-1.13.0,c57_fresh,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 15 |
+
Jev-1.13.0,c57_stale,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 16 |
+
Jev-1.13.0,c57_noisy,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 17 |
+
Jev-1.13.0,c57_contradictory,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 18 |
+
DeepSeek-V4.1-Flash,c3_fresh,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 19 |
+
DeepSeek-V4.1-Flash,c3_stale,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 20 |
+
DeepSeek-V4.1-Flash,c3_noisy,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 21 |
+
DeepSeek-V4.1-Flash,c3_contradictory,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 22 |
+
DeepSeek-V4.1-Flash,c7_fresh,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 23 |
+
DeepSeek-V4.1-Flash,c7_stale,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 24 |
+
DeepSeek-V4.1-Flash,c7_noisy,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 25 |
+
DeepSeek-V4.1-Flash,c7_contradictory,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 26 |
+
DeepSeek-V4.1-Flash,c21_fresh,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 27 |
+
DeepSeek-V4.1-Flash,c21_stale,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 28 |
+
DeepSeek-V4.1-Flash,c21_noisy,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 29 |
+
DeepSeek-V4.1-Flash,c21_contradictory,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 30 |
+
DeepSeek-V4.1-Flash,c57_fresh,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 31 |
+
DeepSeek-V4.1-Flash,c57_stale,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 32 |
+
DeepSeek-V4.1-Flash,c57_noisy,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 33 |
+
DeepSeek-V4.1-Flash,c57_contradictory,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 34 |
+
GLM-5.3-Flash,c3_fresh,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 35 |
+
GLM-5.3-Flash,c3_stale,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 36 |
+
GLM-5.3-Flash,c3_noisy,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 37 |
+
GLM-5.3-Flash,c3_contradictory,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 38 |
+
GLM-5.3-Flash,c7_fresh,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 39 |
+
GLM-5.3-Flash,c7_stale,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 40 |
+
GLM-5.3-Flash,c7_noisy,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 41 |
+
GLM-5.3-Flash,c7_contradictory,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 42 |
+
GLM-5.3-Flash,c21_fresh,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 43 |
+
GLM-5.3-Flash,c21_stale,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 44 |
+
GLM-5.3-Flash,c21_noisy,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 45 |
+
GLM-5.3-Flash,c21_contradictory,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 46 |
+
GLM-5.3-Flash,c57_fresh,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 47 |
+
GLM-5.3-Flash,c57_stale,complete,block,c1_hosted,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_hosted: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 48 |
+
GLM-5.3-Flash,c57_noisy,complete,block,c1_hosted,300,6,HTTP_429: 6,0.02,0.98,False,None,0,None,0,0,None,300,6,0.98,6,0.02,"c1_hosted: 300 attempts, 6 HTTP 429 (2.0%)"
|
| 49 |
+
GLM-5.3-Flash,c57_contradictory,complete,block,c1_hosted,300,24,HTTP_429: 24,0.08,0.92,True,c1_hosted (8.0%),1,c1_rerun/c57_contradictory__GLM-5.3-Flash__rerun1,300,0,None,600,24,0.96,24,0.04,"c1_hosted: 300 attempts, 24 HTTP 429 (8.0%); c1_rerun/c57_contradictory__GLM-5.3-Flash__rerun1: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 50 |
+
Qwen3.8-Flash,c3_fresh,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted (50.3%); c1_hosted_qwen_block2 (53.3%),4,c1_hosted; c1_hosted_qwen_block2; c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1,195,104,HTTP_429: 104,495,104,0.7898989898989899,104,0.2101010101010101,"c1_hosted: 159 attempts, 80 HTTP 429 (50.3%); c1_hosted_qwen_block2: 30 attempts, 16 HTTP 429 (53.3%); c1_hosted_qwen_block3: 300 attempts, 8 HTTP 429 (2.7%); c1_hosted_qwen_gapfill1: 6 attempts, 0 HTTP 429 (0.0%)"
|
| 51 |
+
Qwen3.8-Flash,c3_stale,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted_qwen_gapfill1 (8.3%); c1_hosted_qwen_gapfill2 (100.0%); c1_hosted_qwen_gapfill3 (100.0%); c1_hosted_qwen_gapfill4 (100.0%); c1_hosted_qwen_gapfill5 (100.0%),7,c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1; c1_hosted_qwen_gapfill2; c1_hosted_qwen_gapfill3; c1_hosted_qwen_gapfill4; c1_hosted_qwen_gapfill5; c1_hosted_qwen_gapfill6,17,17,HTTP_429: 17,317,17,0.9463722397476341,17,0.05362776025236593,"c1_hosted_qwen_block3: 300 attempts, 12 HTTP 429 (4.0%); c1_hosted_qwen_gapfill1: 12 attempts, 1 HTTP 429 (8.3%); c1_hosted_qwen_gapfill2: 1 attempts, 1 HTTP 429 (100.0%); c1_hosted_qwen_gapfill3: 1 attempts, 1 HTTP 429 (100.0%); c1_hosted_qwen_gapfill4: 1 attempts, 1 HTTP 429 (100.0%); c1_hosted_qwen_gapfill5: 1 attempts, 1 HTTP 429 (100.0%); c1_hosted_qwen_gapfill6: 1 attempts, 0 HTTP 429 (0.0%)"
|
| 52 |
+
Qwen3.8-Flash,c3_noisy,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted_qwen_block3 (14.3%); c1_hosted_qwen_gapfill1 (20.9%); c1_hosted_qwen_gapfill2 (88.9%); c1_hosted_qwen_gapfill3 (87.5%); c1_hosted_qwen_gapfill4 (100.0%); c1_hosted_qwen_gapfill5 (85.7%),7,c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1; c1_hosted_qwen_gapfill2; c1_hosted_qwen_gapfill3; c1_hosted_qwen_gapfill4; c1_hosted_qwen_gapfill5; c1_hosted_qwen_gapfill6,80,80,HTTP_429: 80,380,80,0.7894736842105263,80,0.21052631578947367,"c1_hosted_qwen_block3: 300 attempts, 43 HTTP 429 (14.3%); c1_hosted_qwen_gapfill1: 43 attempts, 9 HTTP 429 (20.9%); c1_hosted_qwen_gapfill2: 9 attempts, 8 HTTP 429 (88.9%); c1_hosted_qwen_gapfill3: 8 attempts, 7 HTTP 429 (87.5%); c1_hosted_qwen_gapfill4: 7 attempts, 7 HTTP 429 (100.0%); c1_hosted_qwen_gapfill5: 7 attempts, 6 HTTP 429 (85.7%); c1_hosted_qwen_gapfill6: 6 attempts, 0 HTTP 429 (0.0%)"
|
| 53 |
+
Qwen3.8-Flash,c3_contradictory,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted_qwen_block3 (14.3%); c1_hosted_qwen_gapfill1 (16.3%); c1_hosted_qwen_gapfill2 (100.0%); c1_hosted_qwen_gapfill3 (100.0%); c1_hosted_qwen_gapfill4 (100.0%); c1_hosted_qwen_gapfill5 (85.7%),7,c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1; c1_hosted_qwen_gapfill2; c1_hosted_qwen_gapfill3; c1_hosted_qwen_gapfill4; c1_hosted_qwen_gapfill5; c1_hosted_qwen_gapfill6,77,77,HTTP_429: 77,377,77,0.7957559681697612,77,0.20424403183023873,"c1_hosted_qwen_block3: 300 attempts, 43 HTTP 429 (14.3%); c1_hosted_qwen_gapfill1: 43 attempts, 7 HTTP 429 (16.3%); c1_hosted_qwen_gapfill2: 7 attempts, 7 HTTP 429 (100.0%); c1_hosted_qwen_gapfill3: 7 attempts, 7 HTTP 429 (100.0%); c1_hosted_qwen_gapfill4: 7 attempts, 7 HTTP 429 (100.0%); c1_hosted_qwen_gapfill5: 7 attempts, 6 HTTP 429 (85.7%); c1_hosted_qwen_gapfill6: 6 attempts, 0 HTTP 429 (0.0%)"
|
| 54 |
+
Qwen3.8-Flash,c7_fresh,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted_qwen_block3 (11.3%),2,c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1,34,34,HTTP_429: 34,334,34,0.8982035928143712,34,0.10179640718562874,"c1_hosted_qwen_block3: 300 attempts, 34 HTTP 429 (11.3%); c1_hosted_qwen_gapfill1: 34 attempts, 0 HTTP 429 (0.0%)"
|
| 55 |
+
Qwen3.8-Flash,c7_stale,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted_qwen_block3 (36.3%),2,c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1,109,109,HTTP_429: 109,409,109,0.7334963325183375,109,0.2665036674816626,"c1_hosted_qwen_block3: 300 attempts, 109 HTTP 429 (36.3%); c1_hosted_qwen_gapfill1: 109 attempts, 0 HTTP 429 (0.0%)"
|
| 56 |
+
Qwen3.8-Flash,c7_noisy,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted_qwen_block3 (44.0%),2,c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1,132,132,HTTP_429: 132,432,132,0.6944444444444444,132,0.3055555555555556,"c1_hosted_qwen_block3: 300 attempts, 132 HTTP 429 (44.0%); c1_hosted_qwen_gapfill1: 132 attempts, 0 HTTP 429 (0.0%)"
|
| 57 |
+
Qwen3.8-Flash,c7_contradictory,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted_qwen_block3 (19.3%),2,c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1,58,58,HTTP_429: 58,358,58,0.8379888268156425,58,0.16201117318435754,"c1_hosted_qwen_block3: 300 attempts, 58 HTTP 429 (19.3%); c1_hosted_qwen_gapfill1: 58 attempts, 0 HTTP 429 (0.0%)"
|
| 58 |
+
Qwen3.8-Flash,c21_fresh,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted_qwen_block3 (6.3%); c1_hosted_qwen_gapfill1 (57.9%); c1_hosted_qwen_gapfill2 (90.9%); c1_hosted_qwen_gapfill3 (80.0%); c1_hosted_qwen_gapfill4 (87.5%); c1_hosted_qwen_gapfill5 (85.7%),7,c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1; c1_hosted_qwen_gapfill2; c1_hosted_qwen_gapfill3; c1_hosted_qwen_gapfill4; c1_hosted_qwen_gapfill5; c1_hosted_qwen_gapfill6,61,61,HTTP_429: 61,361,61,0.8310249307479225,61,0.16897506925207756,"c1_hosted_qwen_block3: 300 attempts, 19 HTTP 429 (6.3%); c1_hosted_qwen_gapfill1: 19 attempts, 11 HTTP 429 (57.9%); c1_hosted_qwen_gapfill2: 11 attempts, 10 HTTP 429 (90.9%); c1_hosted_qwen_gapfill3: 10 attempts, 8 HTTP 429 (80.0%); c1_hosted_qwen_gapfill4: 8 attempts, 7 HTTP 429 (87.5%); c1_hosted_qwen_gapfill5: 7 attempts, 6 HTTP 429 (85.7%); c1_hosted_qwen_gapfill6: 6 attempts, 0 HTTP 429 (0.0%)"
|
| 59 |
+
Qwen3.8-Flash,c21_stale,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted_qwen_block3 (9.3%); c1_hosted_qwen_gapfill1 (25.0%); c1_hosted_qwen_gapfill2 (85.7%); c1_hosted_qwen_gapfill3 (100.0%); c1_hosted_qwen_gapfill4 (66.7%); c1_hosted_qwen_gapfill5 (75.0%),7,c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1; c1_hosted_qwen_gapfill2; c1_hosted_qwen_gapfill3; c1_hosted_qwen_gapfill4; c1_hosted_qwen_gapfill5; c1_hosted_qwen_gapfill6,54,54,HTTP_429: 54,354,54,0.847457627118644,54,0.15254237288135594,"c1_hosted_qwen_block3: 300 attempts, 28 HTTP 429 (9.3%); c1_hosted_qwen_gapfill1: 28 attempts, 7 HTTP 429 (25.0%); c1_hosted_qwen_gapfill2: 7 attempts, 6 HTTP 429 (85.7%); c1_hosted_qwen_gapfill3: 6 attempts, 6 HTTP 429 (100.0%); c1_hosted_qwen_gapfill4: 6 attempts, 4 HTTP 429 (66.7%); c1_hosted_qwen_gapfill5: 4 attempts, 3 HTTP 429 (75.0%); c1_hosted_qwen_gapfill6: 3 attempts, 0 HTTP 429 (0.0%)"
|
| 60 |
+
Qwen3.8-Flash,c21_noisy,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted_qwen_block3 (7.7%); c1_hosted_qwen_gapfill1 (56.5%); c1_hosted_qwen_gapfill2 (92.3%); c1_hosted_qwen_gapfill3 (91.7%); c1_hosted_qwen_gapfill4 (100.0%); c1_hosted_qwen_gapfill5 (81.8%),7,c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1; c1_hosted_qwen_gapfill2; c1_hosted_qwen_gapfill3; c1_hosted_qwen_gapfill4; c1_hosted_qwen_gapfill5; c1_hosted_qwen_gapfill6,79,79,HTTP_429: 79,379,79,0.79155672823219,79,0.20844327176781002,"c1_hosted_qwen_block3: 300 attempts, 23 HTTP 429 (7.7%); c1_hosted_qwen_gapfill1: 23 attempts, 13 HTTP 429 (56.5%); c1_hosted_qwen_gapfill2: 13 attempts, 12 HTTP 429 (92.3%); c1_hosted_qwen_gapfill3: 12 attempts, 11 HTTP 429 (91.7%); c1_hosted_qwen_gapfill4: 11 attempts, 11 HTTP 429 (100.0%); c1_hosted_qwen_gapfill5: 11 attempts, 9 HTTP 429 (81.8%); c1_hosted_qwen_gapfill6: 9 attempts, 0 HTTP 429 (0.0%)"
|
| 61 |
+
Qwen3.8-Flash,c21_contradictory,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,None,1,c1_hosted_qwen_block3,0,0,None,300,0,1.0,0,0.0,"c1_hosted_qwen_block3: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 62 |
+
Qwen3.8-Flash,c57_fresh,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,None,1,c1_hosted_qwen_block3,0,0,None,300,0,1.0,0,0.0,"c1_hosted_qwen_block3: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 63 |
+
Qwen3.8-Flash,c57_stale,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted_qwen_block3 (27.7%),2,c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1,83,83,HTTP_429: 83,383,83,0.783289817232376,83,0.21671018276762402,"c1_hosted_qwen_block3: 300 attempts, 83 HTTP 429 (27.7%); c1_hosted_qwen_gapfill1: 83 attempts, 0 HTTP 429 (0.0%)"
|
| 64 |
+
Qwen3.8-Flash,c57_noisy,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted_qwen_block3 (81.0%); c1_hosted_qwen_gapfill2 (90.0%); c1_hosted_qwen_gapfill3 (77.8%); c1_hosted_qwen_gapfill4 (85.7%); c1_hosted_qwen_gapfill5 (83.3%),7,c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1; c1_hosted_qwen_gapfill2; c1_hosted_qwen_gapfill3; c1_hosted_qwen_gapfill4; c1_hosted_qwen_gapfill5; c1_hosted_qwen_gapfill6,280,280,HTTP_429: 280,580,280,0.5172413793103448,280,0.4827586206896552,"c1_hosted_qwen_block3: 300 attempts, 243 HTTP 429 (81.0%); c1_hosted_qwen_gapfill1: 243 attempts, 10 HTTP 429 (4.1%); c1_hosted_qwen_gapfill2: 10 attempts, 9 HTTP 429 (90.0%); c1_hosted_qwen_gapfill3: 9 attempts, 7 HTTP 429 (77.8%); c1_hosted_qwen_gapfill4: 7 attempts, 6 HTTP 429 (85.7%); c1_hosted_qwen_gapfill5: 6 attempts, 5 HTTP 429 (83.3%); c1_hosted_qwen_gapfill6: 5 attempts, 0 HTTP 429 (0.0%)"
|
| 65 |
+
Qwen3.8-Flash,c57_contradictory,complete,per_case,per-case (D-3),300,0,None,0.0,1.0,False,c1_hosted_qwen_block3 (55.7%); c1_hosted_qwen_gapfill2 (100.0%); c1_hosted_qwen_gapfill3 (100.0%); c1_hosted_qwen_gapfill4 (100.0%); c1_hosted_qwen_gapfill5 (100.0%),7,c1_hosted_qwen_block3; c1_hosted_qwen_gapfill1; c1_hosted_qwen_gapfill2; c1_hosted_qwen_gapfill3; c1_hosted_qwen_gapfill4; c1_hosted_qwen_gapfill5; c1_hosted_qwen_gapfill6,172,172,HTTP_429: 172,472,172,0.6355932203389831,172,0.3644067796610169,"c1_hosted_qwen_block3: 300 attempts, 167 HTTP 429 (55.7%); c1_hosted_qwen_gapfill1: 167 attempts, 1 HTTP 429 (0.6%); c1_hosted_qwen_gapfill2: 1 attempts, 1 HTTP 429 (100.0%); c1_hosted_qwen_gapfill3: 1 attempts, 1 HTTP 429 (100.0%); c1_hosted_qwen_gapfill4: 1 attempts, 1 HTTP 429 (100.0%); c1_hosted_qwen_gapfill5: 1 attempts, 1 HTTP 429 (100.0%); c1_hosted_qwen_gapfill6: 1 attempts, 0 HTTP 429 (0.0%)"
|
| 66 |
+
SemIf-Qwen3.5-4B,c3_fresh,complete,block,c1_selfhosted/semif/c3_fresh/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c3_fresh/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 67 |
+
SemIf-Qwen3.5-4B,c3_stale,complete,block,c1_selfhosted/semif/c3_stale/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c3_stale/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 68 |
+
SemIf-Qwen3.5-4B,c3_noisy,complete,block,c1_selfhosted/semif/c3_noisy/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c3_noisy/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 69 |
+
SemIf-Qwen3.5-4B,c3_contradictory,complete,block,c1_selfhosted/semif/c3_contradictory/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c3_contradictory/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 70 |
+
SemIf-Qwen3.5-4B,c7_fresh,complete,block,c1_selfhosted/semif/c7_fresh/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c7_fresh/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 71 |
+
SemIf-Qwen3.5-4B,c7_stale,complete,block,c1_selfhosted/semif/c7_stale/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c7_stale/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 72 |
+
SemIf-Qwen3.5-4B,c7_noisy,complete,block,c1_selfhosted/semif/c7_noisy/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c7_noisy/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 73 |
+
SemIf-Qwen3.5-4B,c7_contradictory,complete,block,c1_selfhosted/semif/c7_contradictory/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c7_contradictory/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 74 |
+
SemIf-Qwen3.5-4B,c21_fresh,complete,block,c1_selfhosted/semif/c21_fresh/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c21_fresh/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 75 |
+
SemIf-Qwen3.5-4B,c21_stale,complete,block,c1_selfhosted/semif/c21_stale/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c21_stale/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 76 |
+
SemIf-Qwen3.5-4B,c21_noisy,complete,block,c1_selfhosted/semif/c21_noisy/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c21_noisy/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 77 |
+
SemIf-Qwen3.5-4B,c21_contradictory,complete,block,c1_selfhosted/semif/c21_contradictory/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c21_contradictory/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 78 |
+
SemIf-Qwen3.5-4B,c57_fresh,complete,block,c1_selfhosted/semif/c57_fresh/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c57_fresh/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 79 |
+
SemIf-Qwen3.5-4B,c57_stale,complete,block,c1_selfhosted/semif/c57_stale/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c57_stale/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 80 |
+
SemIf-Qwen3.5-4B,c57_noisy,complete,block,c1_selfhosted/semif/c57_noisy/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c57_noisy/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 81 |
+
SemIf-Qwen3.5-4B,c57_contradictory,complete,block,c1_selfhosted/semif/c57_contradictory/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/semif/c57_contradictory/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 82 |
+
AnyJev-L0,c3_fresh,complete,block,c1_selfhosted/anyjev/c3_fresh/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c3_fresh/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 83 |
+
AnyJev-L0,c3_stale,complete,block,c1_selfhosted/anyjev/c3_stale/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c3_stale/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 84 |
+
AnyJev-L0,c3_noisy,complete,block,c1_selfhosted/anyjev/c3_noisy/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c3_noisy/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 85 |
+
AnyJev-L0,c3_contradictory,complete,block,c1_selfhosted/anyjev/c3_contradictory/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c3_contradictory/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 86 |
+
AnyJev-L0,c7_fresh,complete,block,c1_selfhosted/anyjev/c7_fresh/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c7_fresh/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 87 |
+
AnyJev-L0,c7_stale,complete,block,c1_selfhosted/anyjev/c7_stale/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c7_stale/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 88 |
+
AnyJev-L0,c7_noisy,complete,block,c1_selfhosted/anyjev/c7_noisy/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c7_noisy/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 89 |
+
AnyJev-L0,c7_contradictory,complete,block,c1_selfhosted/anyjev/c7_contradictory/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c7_contradictory/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 90 |
+
AnyJev-L0,c21_fresh,complete,block,c1_selfhosted/anyjev/c21_fresh/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c21_fresh/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 91 |
+
AnyJev-L0,c21_stale,complete,block,c1_selfhosted/anyjev/c21_stale/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c21_stale/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 92 |
+
AnyJev-L0,c21_noisy,complete,block,c1_selfhosted/anyjev/c21_noisy/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c21_noisy/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 93 |
+
AnyJev-L0,c21_contradictory,complete,block,c1_selfhosted/anyjev/c21_contradictory/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c21_contradictory/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 94 |
+
AnyJev-L0,c57_fresh,complete,block,c1_selfhosted/anyjev/c57_fresh/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c57_fresh/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 95 |
+
AnyJev-L0,c57_stale,complete,block,c1_selfhosted/anyjev/c57_stale/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c57_stale/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 96 |
+
AnyJev-L0,c57_noisy,complete,block,c1_selfhosted/anyjev/c57_noisy/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c57_noisy/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 97 |
+
AnyJev-L0,c57_contradictory,complete,block,c1_selfhosted/anyjev/c57_contradictory/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/anyjev/c57_contradictory/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 98 |
+
Qwen3.5-4B-JSON,c3_fresh,complete,block,c1_selfhosted/qwen_json/c3_fresh/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c3_fresh/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 99 |
+
Qwen3.5-4B-JSON,c3_stale,complete,block,c1_selfhosted/qwen_json/c3_stale/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c3_stale/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 100 |
+
Qwen3.5-4B-JSON,c3_noisy,complete,block,c1_selfhosted/qwen_json/c3_noisy/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c3_noisy/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 101 |
+
Qwen3.5-4B-JSON,c3_contradictory,complete,block,c1_selfhosted/qwen_json/c3_contradictory/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c3_contradictory/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 102 |
+
Qwen3.5-4B-JSON,c7_fresh,complete,block,c1_selfhosted/qwen_json/c7_fresh/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c7_fresh/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 103 |
+
Qwen3.5-4B-JSON,c7_stale,complete,block,c1_selfhosted/qwen_json/c7_stale/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c7_stale/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 104 |
+
Qwen3.5-4B-JSON,c7_noisy,complete,block,c1_selfhosted/qwen_json/c7_noisy/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c7_noisy/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 105 |
+
Qwen3.5-4B-JSON,c7_contradictory,complete,block,c1_selfhosted/qwen_json/c7_contradictory/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c7_contradictory/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 106 |
+
Qwen3.5-4B-JSON,c21_fresh,complete,block,c1_selfhosted/qwen_json/c21_fresh/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c21_fresh/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 107 |
+
Qwen3.5-4B-JSON,c21_stale,complete,block,c1_selfhosted/qwen_json/c21_stale/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c21_stale/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 108 |
+
Qwen3.5-4B-JSON,c21_noisy,complete,block,c1_selfhosted/qwen_json/c21_noisy/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c21_noisy/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 109 |
+
Qwen3.5-4B-JSON,c21_contradictory,complete,block,c1_selfhosted/qwen_json/c21_contradictory/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c21_contradictory/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 110 |
+
Qwen3.5-4B-JSON,c57_fresh,complete,block,c1_selfhosted/qwen_json/c57_fresh/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c57_fresh/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 111 |
+
Qwen3.5-4B-JSON,c57_stale,complete,block,c1_selfhosted/qwen_json/c57_stale/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c57_stale/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 112 |
+
Qwen3.5-4B-JSON,c57_noisy,complete,block,c1_selfhosted/qwen_json/c57_noisy/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c57_noisy/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
| 113 |
+
Qwen3.5-4B-JSON,c57_contradictory,complete,block,c1_selfhosted/qwen_json/c57_contradictory/test,300,0,None,0.0,1.0,False,None,0,None,0,0,None,300,0,1.0,0,0.0,"c1_selfhosted/qwen_json/c57_contradictory/test: 300 attempts, 0 HTTP 429 (0.0%)"
|
experiments/c1-interpretation/results/c1_latency_cdf_summary.csv
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model,primary_rule,conditions_pooled,n_primary,n_latency,n_feasible,delta_e2_s,deadline_s,phi,latency_p50,latency_p95,latency_p99,quality_p50_cells_matched,quality_p95_cells_matched,quality_p99_cells_matched,feasibility_phi_cells_matched,reference_cells_total,reference_status
|
| 2 |
+
Jev-1.13.0,primary-block,16,4800,4800,4790,0.005,1.0,0.9979166666666667,0.2725791879929602,0.37119938014075166,0.4722244266048109,16,16,16,16,16,match
|
| 3 |
+
SemIf-Qwen3.5-4B,primary-block,16,4800,4800,4795,0.005,1.0,0.9989583333333333,0.356099896132946,0.7471812773495913,0.8208660954330117,16,16,16,16,16,match
|
| 4 |
+
AnyJev-L0,primary-block,16,4800,4800,4675,0.005,1.0,0.9739583333333334,0.42502541560679674,0.8735807879595091,1.11616910724435,16,16,16,16,16,match
|
| 5 |
+
DeepSeek-V4.1-Flash,primary-block,16,4800,4800,4680,0.005,1.0,0.975,0.4951458126306534,0.790969320666045,2.163217808259658,16,16,16,16,16,match
|
| 6 |
+
GLM-5.3-Flash,primary-block,16,4800,4800,858,0.005,1.0,0.17875,1.2595311873592436,2.9885142936836933,5.352657262245194,16,16,16,16,16,match
|
| 7 |
+
Qwen3.8-Flash,per-case (D-3),16,4800,4800,0,0.005,1.0,0.0,2.210073229391128,6.37227930193767,7.439929444286973,16,16,16,16,16,match
|
| 8 |
+
Qwen3.5-4B-JSON,primary-block,16,4800,4800,4800,0.005,1.0,1.0,0.4190063285641372,0.5457254199776799,0.5847377166897059,16,16,16,16,16,match
|
experiments/c1-interpretation/results/cell_count_curves.csv
ADDED
|
@@ -0,0 +1,113 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model,quality,n_cells,condition,target_cluster_state_dep_acc,actuated_vector_match,full_policy_match
|
| 2 |
+
Jev-1.13.0,fresh,3,c3_fresh,1.0,0.9933333333333333,0.9933333333333333
|
| 3 |
+
Jev-1.13.0,fresh,7,c7_fresh,0.9666666666666667,0.9933333333333333,0.9766666666666667
|
| 4 |
+
Jev-1.13.0,fresh,21,c21_fresh,0.9,0.9933333333333333,0.9433333333333334
|
| 5 |
+
Jev-1.13.0,fresh,57,c57_fresh,0.9066666666666666,0.9933333333333333,0.9466666666666667
|
| 6 |
+
Jev-1.13.0,stale,3,c3_stale,0.8333333333333334,0.9933333333333333,0.91
|
| 7 |
+
Jev-1.13.0,stale,7,c7_stale,0.7933333333333333,0.9866666666666667,0.8866666666666667
|
| 8 |
+
Jev-1.13.0,stale,21,c21_stale,0.68,0.9933333333333333,0.8333333333333334
|
| 9 |
+
Jev-1.13.0,stale,57,c57_stale,0.7,0.99,0.8433333333333334
|
| 10 |
+
Jev-1.13.0,noisy,3,c3_noisy,0.9933333333333333,0.9933333333333333,0.99
|
| 11 |
+
Jev-1.13.0,noisy,7,c7_noisy,0.98,0.9933333333333333,0.9833333333333333
|
| 12 |
+
Jev-1.13.0,noisy,21,c21_noisy,0.9266666666666666,0.99,0.9566666666666667
|
| 13 |
+
Jev-1.13.0,noisy,57,c57_noisy,0.8866666666666667,0.9933333333333333,0.9366666666666666
|
| 14 |
+
Jev-1.13.0,contradictory,3,c3_contradictory,0.7266666666666667,0.9933333333333333,0.8566666666666667
|
| 15 |
+
Jev-1.13.0,contradictory,7,c7_contradictory,0.7466666666666667,0.9933333333333333,0.8666666666666667
|
| 16 |
+
Jev-1.13.0,contradictory,21,c21_contradictory,0.7133333333333334,0.9933333333333333,0.85
|
| 17 |
+
Jev-1.13.0,contradictory,57,c57_contradictory,0.6333333333333333,0.99,0.81
|
| 18 |
+
DeepSeek-V4.1-Flash,fresh,3,c3_fresh,0.98,0.9766666666666667,0.97
|
| 19 |
+
DeepSeek-V4.1-Flash,fresh,7,c7_fresh,0.9866666666666667,0.98,0.9666666666666667
|
| 20 |
+
DeepSeek-V4.1-Flash,fresh,21,c21_fresh,0.9666666666666667,0.9766666666666667,0.9633333333333334
|
| 21 |
+
DeepSeek-V4.1-Flash,fresh,57,c57_fresh,0.96,0.9733333333333334,0.95
|
| 22 |
+
DeepSeek-V4.1-Flash,stale,3,c3_stale,0.7466666666666667,0.9733333333333334,0.8433333333333334
|
| 23 |
+
DeepSeek-V4.1-Flash,stale,7,c7_stale,0.8333333333333334,0.9766666666666667,0.8866666666666667
|
| 24 |
+
DeepSeek-V4.1-Flash,stale,21,c21_stale,0.76,0.9766666666666667,0.86
|
| 25 |
+
DeepSeek-V4.1-Flash,stale,57,c57_stale,0.6933333333333334,0.9733333333333334,0.83
|
| 26 |
+
DeepSeek-V4.1-Flash,noisy,3,c3_noisy,0.9866666666666667,0.9833333333333333,0.9733333333333334
|
| 27 |
+
DeepSeek-V4.1-Flash,noisy,7,c7_noisy,0.9866666666666667,0.9766666666666667,0.9666666666666667
|
| 28 |
+
DeepSeek-V4.1-Flash,noisy,21,c21_noisy,0.98,0.9733333333333334,0.9633333333333334
|
| 29 |
+
DeepSeek-V4.1-Flash,noisy,57,c57_noisy,0.9733333333333334,0.9766666666666667,0.9633333333333334
|
| 30 |
+
DeepSeek-V4.1-Flash,contradictory,3,c3_contradictory,0.68,0.9766666666666667,0.8166666666666667
|
| 31 |
+
DeepSeek-V4.1-Flash,contradictory,7,c7_contradictory,0.7266666666666667,0.9766666666666667,0.84
|
| 32 |
+
DeepSeek-V4.1-Flash,contradictory,21,c21_contradictory,0.7266666666666667,0.98,0.84
|
| 33 |
+
DeepSeek-V4.1-Flash,contradictory,57,c57_contradictory,0.6666666666666666,0.9766666666666667,0.8166666666666667
|
| 34 |
+
GLM-5.3-Flash,fresh,3,c3_fresh,0.9933333333333333,0.99,0.94
|
| 35 |
+
GLM-5.3-Flash,fresh,7,c7_fresh,0.9933333333333333,0.9933333333333333,0.95
|
| 36 |
+
GLM-5.3-Flash,fresh,21,c21_fresh,0.98,0.99,0.9266666666666666
|
| 37 |
+
GLM-5.3-Flash,fresh,57,c57_fresh,0.9666666666666667,0.9933333333333333,0.94
|
| 38 |
+
GLM-5.3-Flash,stale,3,c3_stale,0.9933333333333333,0.99,0.96
|
| 39 |
+
GLM-5.3-Flash,stale,7,c7_stale,0.9666666666666667,0.9933333333333333,0.9333333333333333
|
| 40 |
+
GLM-5.3-Flash,stale,21,c21_stale,0.9866666666666667,0.99,0.9633333333333334
|
| 41 |
+
GLM-5.3-Flash,stale,57,c57_stale,0.9533333333333334,0.9933333333333333,0.9466666666666667
|
| 42 |
+
GLM-5.3-Flash,noisy,3,c3_noisy,0.9933333333333333,0.99,0.96
|
| 43 |
+
GLM-5.3-Flash,noisy,7,c7_noisy,0.9933333333333333,0.9866666666666667,0.9566666666666667
|
| 44 |
+
GLM-5.3-Flash,noisy,21,c21_noisy,1.0,0.99,0.9533333333333334
|
| 45 |
+
GLM-5.3-Flash,noisy,57,c57_noisy,0.9666666666666667,0.97,0.94
|
| 46 |
+
GLM-5.3-Flash,contradictory,3,c3_contradictory,0.9266666666666666,0.99,0.9133333333333333
|
| 47 |
+
GLM-5.3-Flash,contradictory,7,c7_contradictory,0.96,0.9933333333333333,0.9233333333333333
|
| 48 |
+
GLM-5.3-Flash,contradictory,21,c21_contradictory,0.98,0.9933333333333333,0.9533333333333334
|
| 49 |
+
GLM-5.3-Flash,contradictory,57,c57_contradictory,0.8533333333333334,0.9133333333333333,0.8133333333333334
|
| 50 |
+
Qwen3.8-Flash,fresh,3,c3_fresh,0.9933333333333333,0.9866666666666667,0.9633333333333334
|
| 51 |
+
Qwen3.8-Flash,fresh,7,c7_fresh,0.9733333333333334,0.99,0.9533333333333334
|
| 52 |
+
Qwen3.8-Flash,fresh,21,c21_fresh,0.9266666666666666,0.99,0.9366666666666666
|
| 53 |
+
Qwen3.8-Flash,fresh,57,c57_fresh,0.88,0.9833333333333333,0.9066666666666666
|
| 54 |
+
Qwen3.8-Flash,stale,3,c3_stale,0.72,0.9866666666666667,0.7966666666666666
|
| 55 |
+
Qwen3.8-Flash,stale,7,c7_stale,0.7466666666666667,0.99,0.8266666666666667
|
| 56 |
+
Qwen3.8-Flash,stale,21,c21_stale,0.6866666666666666,0.9866666666666667,0.8
|
| 57 |
+
Qwen3.8-Flash,stale,57,c57_stale,0.7333333333333333,0.99,0.85
|
| 58 |
+
Qwen3.8-Flash,noisy,3,c3_noisy,1.0,0.9933333333333333,0.9633333333333334
|
| 59 |
+
Qwen3.8-Flash,noisy,7,c7_noisy,0.9866666666666667,0.99,0.9433333333333334
|
| 60 |
+
Qwen3.8-Flash,noisy,21,c21_noisy,0.94,0.9866666666666667,0.94
|
| 61 |
+
Qwen3.8-Flash,noisy,57,c57_noisy,0.9066666666666666,0.9866666666666667,0.9133333333333333
|
| 62 |
+
Qwen3.8-Flash,contradictory,3,c3_contradictory,0.6266666666666667,0.9866666666666667,0.77
|
| 63 |
+
Qwen3.8-Flash,contradictory,7,c7_contradictory,0.74,0.9866666666666667,0.8233333333333334
|
| 64 |
+
Qwen3.8-Flash,contradictory,21,c21_contradictory,0.7466666666666667,0.9866666666666667,0.8266666666666667
|
| 65 |
+
Qwen3.8-Flash,contradictory,57,c57_contradictory,0.62,0.9866666666666667,0.7666666666666667
|
| 66 |
+
SemIf-Qwen3.5-4B,fresh,3,c3_fresh,0.24666666666666667,0.9633333333333334,0.3
|
| 67 |
+
SemIf-Qwen3.5-4B,fresh,7,c7_fresh,0.12666666666666668,0.9666666666666667,0.24333333333333335
|
| 68 |
+
SemIf-Qwen3.5-4B,fresh,21,c21_fresh,0.13333333333333333,0.96,0.11666666666666667
|
| 69 |
+
SemIf-Qwen3.5-4B,fresh,57,c57_fresh,0.14,0.9533333333333334,0.1
|
| 70 |
+
SemIf-Qwen3.5-4B,stale,3,c3_stale,0.1,0.9633333333333334,0.19
|
| 71 |
+
SemIf-Qwen3.5-4B,stale,7,c7_stale,0.11333333333333333,0.9633333333333334,0.15
|
| 72 |
+
SemIf-Qwen3.5-4B,stale,21,c21_stale,0.1,0.9666666666666667,0.15666666666666668
|
| 73 |
+
SemIf-Qwen3.5-4B,stale,57,c57_stale,0.05333333333333334,0.9633333333333334,0.1
|
| 74 |
+
SemIf-Qwen3.5-4B,noisy,3,c3_noisy,0.23333333333333334,0.9633333333333334,0.3433333333333333
|
| 75 |
+
SemIf-Qwen3.5-4B,noisy,7,c7_noisy,0.15333333333333332,0.96,0.27
|
| 76 |
+
SemIf-Qwen3.5-4B,noisy,21,c21_noisy,0.16666666666666666,0.9533333333333334,0.15666666666666668
|
| 77 |
+
SemIf-Qwen3.5-4B,noisy,57,c57_noisy,0.14666666666666667,0.9533333333333334,0.10666666666666667
|
| 78 |
+
SemIf-Qwen3.5-4B,contradictory,3,c3_contradictory,0.14,0.9666666666666667,0.20666666666666667
|
| 79 |
+
SemIf-Qwen3.5-4B,contradictory,7,c7_contradictory,0.12666666666666668,0.96,0.21666666666666667
|
| 80 |
+
SemIf-Qwen3.5-4B,contradictory,21,c21_contradictory,0.13333333333333333,0.9633333333333334,0.10333333333333333
|
| 81 |
+
SemIf-Qwen3.5-4B,contradictory,57,c57_contradictory,0.16666666666666666,0.96,0.10333333333333333
|
| 82 |
+
AnyJev-L0,fresh,3,c3_fresh,0.5933333333333334,0.8433333333333334,0.25666666666666665
|
| 83 |
+
AnyJev-L0,fresh,7,c7_fresh,0.36666666666666664,0.84,0.13666666666666666
|
| 84 |
+
AnyJev-L0,fresh,21,c21_fresh,0.28,0.8433333333333334,0.09666666666666666
|
| 85 |
+
AnyJev-L0,fresh,57,c57_fresh,0.28,0.8166666666666667,0.09666666666666666
|
| 86 |
+
AnyJev-L0,stale,3,c3_stale,0.35333333333333333,0.8333333333333334,0.13666666666666666
|
| 87 |
+
AnyJev-L0,stale,7,c7_stale,0.29333333333333333,0.8466666666666667,0.11
|
| 88 |
+
AnyJev-L0,stale,21,c21_stale,0.24,0.85,0.06333333333333334
|
| 89 |
+
AnyJev-L0,stale,57,c57_stale,0.21333333333333335,0.86,0.07666666666666666
|
| 90 |
+
AnyJev-L0,noisy,3,c3_noisy,0.54,0.84,0.20666666666666667
|
| 91 |
+
AnyJev-L0,noisy,7,c7_noisy,0.4066666666666667,0.8333333333333334,0.15
|
| 92 |
+
AnyJev-L0,noisy,21,c21_noisy,0.3333333333333333,0.84,0.13
|
| 93 |
+
AnyJev-L0,noisy,57,c57_noisy,0.24,0.8533333333333334,0.09333333333333334
|
| 94 |
+
AnyJev-L0,contradictory,3,c3_contradictory,0.29333333333333333,0.8566666666666667,0.12
|
| 95 |
+
AnyJev-L0,contradictory,7,c7_contradictory,0.22,0.8033333333333333,0.07
|
| 96 |
+
AnyJev-L0,contradictory,21,c21_contradictory,0.22666666666666666,0.8233333333333334,0.09
|
| 97 |
+
AnyJev-L0,contradictory,57,c57_contradictory,0.24666666666666667,0.7966666666666666,0.06666666666666667
|
| 98 |
+
Qwen3.5-4B-JSON,fresh,3,c3_fresh,0.6333333333333333,0.7233333333333334,0.16333333333333333
|
| 99 |
+
Qwen3.5-4B-JSON,fresh,7,c7_fresh,0.47333333333333333,0.7066666666666667,0.1
|
| 100 |
+
Qwen3.5-4B-JSON,fresh,21,c21_fresh,0.36666666666666664,0.7,0.09
|
| 101 |
+
Qwen3.5-4B-JSON,fresh,57,c57_fresh,0.2866666666666667,0.6933333333333334,0.06666666666666667
|
| 102 |
+
Qwen3.5-4B-JSON,stale,3,c3_stale,0.4,0.6766666666666666,0.07333333333333333
|
| 103 |
+
Qwen3.5-4B-JSON,stale,7,c7_stale,0.38666666666666666,0.68,0.07666666666666666
|
| 104 |
+
Qwen3.5-4B-JSON,stale,21,c21_stale,0.3,0.6966666666666667,0.06666666666666667
|
| 105 |
+
Qwen3.5-4B-JSON,stale,57,c57_stale,0.2733333333333333,0.71,0.08
|
| 106 |
+
Qwen3.5-4B-JSON,noisy,3,c3_noisy,0.64,0.7233333333333334,0.17
|
| 107 |
+
Qwen3.5-4B-JSON,noisy,7,c7_noisy,0.5333333333333333,0.7066666666666667,0.11333333333333333
|
| 108 |
+
Qwen3.5-4B-JSON,noisy,21,c21_noisy,0.38666666666666666,0.7066666666666667,0.08333333333333333
|
| 109 |
+
Qwen3.5-4B-JSON,noisy,57,c57_noisy,0.2733333333333333,0.7033333333333334,0.07
|
| 110 |
+
Qwen3.5-4B-JSON,contradictory,3,c3_contradictory,0.3466666666666667,0.6833333333333333,0.09333333333333334
|
| 111 |
+
Qwen3.5-4B-JSON,contradictory,7,c7_contradictory,0.34,0.6766666666666666,0.09
|
| 112 |
+
Qwen3.5-4B-JSON,contradictory,21,c21_contradictory,0.2866666666666667,0.68,0.07333333333333333
|
| 113 |
+
Qwen3.5-4B-JSON,contradictory,57,c57_contradictory,0.3,0.6666666666666666,0.08
|