Add files using upload-large-folder tool
Browse files- .gitattributes +1 -0
- README.md +23 -0
- candidate_test_result.json +797 -0
- config.json +44 -0
- final_training_config.json +121 -0
- model.safetensors +3 -0
- test_metrics.json +799 -0
- tokenizer.json +3 -0
- tokenizer_config.json +23 -0
- validation.json +386 -0
.gitattributes
CHANGED
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
ADDED
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@@ -0,0 +1,23 @@
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---
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license: apache-2.0
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base_model: dragonkue/snowflake-arctic-embed-l-v2.0-ko
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private: true
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---
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# Ko-Edu Classifier 2k
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Private candidate checkpoint from the final Snowflake mixed-context training run.
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- Repository: `werty1248/Ko-Edu-Classifier-2k-ep4p0-step8868`
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- Aggregate epoch: 4.000
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- Optimizer step: 8868
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- Context mixture: 512/1024/2048 optimizer-step ratio 16:4:1
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- Effective batch: 256
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- Score-4 training target: 10%
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- Base model: `dragonkue/snowflake-arctic-embed-l-v2.0-ko` with capped-quarter fine-tuning
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Public test aggregate: macro F1 0.703485, class 2/3 mean F1 0.589588, one-sigma accuracy 0.764567.
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Private-OOD test aggregate: macro F1 0.717750, class 2/3 mean F1 0.577006, one-sigma accuracy 0.775228.
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Raw training/test text and per-example test predictions are intentionally not included in this repository.
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candidate_test_result.json
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@@ -0,0 +1,797 @@
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| 795 |
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|
| 796 |
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|
| 797 |
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|
config.json
ADDED
|
@@ -0,0 +1,44 @@
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|
| 1 |
+
{
|
| 2 |
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"add_cross_attention": false,
|
| 3 |
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"architectures": [
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| 4 |
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"XLMRobertaForSequenceClassification"
|
| 5 |
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],
|
| 6 |
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|
| 7 |
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|
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| 9 |
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|
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|
| 11 |
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|
| 12 |
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|
| 13 |
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"hidden_size": 1024,
|
| 14 |
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"id2label": {
|
| 15 |
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"0": "LABEL_0",
|
| 16 |
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"1": "LABEL_1",
|
| 17 |
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"2": "LABEL_2",
|
| 18 |
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"3": "LABEL_3",
|
| 19 |
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"4": "LABEL_4"
|
| 20 |
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},
|
| 21 |
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"initializer_range": 0.02,
|
| 22 |
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"intermediate_size": 4096,
|
| 23 |
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"is_decoder": false,
|
| 24 |
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"label2id": {
|
| 25 |
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"LABEL_0": 0,
|
| 26 |
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"LABEL_1": 1,
|
| 27 |
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"LABEL_2": 2,
|
| 28 |
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|
| 29 |
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"LABEL_4": 4
|
| 30 |
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},
|
| 31 |
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"layer_norm_eps": 1e-05,
|
| 32 |
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"max_position_embeddings": 8194,
|
| 33 |
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"model_type": "xlm-roberta",
|
| 34 |
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"num_attention_heads": 16,
|
| 35 |
+
"num_hidden_layers": 24,
|
| 36 |
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"output_past": true,
|
| 37 |
+
"pad_token_id": 1,
|
| 38 |
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"position_embedding_type": "absolute",
|
| 39 |
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"tie_word_embeddings": true,
|
| 40 |
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"transformers_version": "5.16.1",
|
| 41 |
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"type_vocab_size": 1,
|
| 42 |
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"use_cache": true,
|
| 43 |
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"vocab_size": 250002
|
| 44 |
+
}
|
final_training_config.json
ADDED
|
@@ -0,0 +1,121 @@
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|
|
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|
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|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_id": "dragonkue/snowflake-arctic-embed-l-v2.0-ko",
|
| 3 |
+
"variation": "capped_quarter",
|
| 4 |
+
"seed": 20260921,
|
| 5 |
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"data_seed": 20260921,
|
| 6 |
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|
| 7 |
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"validation_rows": 60000,
|
| 8 |
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|
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|
| 10 |
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|
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|
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|
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|
| 15 |
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},
|
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|
| 17 |
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"train_micro_batches": {
|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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},
|
| 22 |
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"gradient_accumulation": {
|
| 23 |
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|
| 24 |
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|
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|
| 26 |
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},
|
| 27 |
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"context_step_ratio": {
|
| 28 |
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"512": 16,
|
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|
| 30 |
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|
| 31 |
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},
|
| 32 |
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|
| 33 |
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"512": 6757,
|
| 34 |
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|
| 35 |
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|
| 36 |
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},
|
| 37 |
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"sample_counts": {
|
| 38 |
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|
| 39 |
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|
| 40 |
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"2048": 108032
|
| 41 |
+
},
|
| 42 |
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"steps_per_epoch": 2217,
|
| 43 |
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"max_epochs": 4,
|
| 44 |
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|
| 45 |
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|
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|
| 56 |
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|
| 57 |
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|
| 58 |
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|
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|
| 60 |
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|
| 61 |
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"created_at": "2026-10-03T18:28:15.232161+00:00",
|
| 62 |
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"seed": 20260921,
|
| 63 |
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"method": "stratified by public/private provenance, content score, integrity label; cluster-safe",
|
| 64 |
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|
| 65 |
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"train": {
|
| 66 |
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"rows": 540000,
|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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"3": 70480,
|
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"4": 29252
|
| 75 |
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},
|
| 76 |
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"integrity_counts": {
|
| 77 |
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"0": 528496,
|
| 78 |
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|
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|
| 80 |
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},
|
| 81 |
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"indices_sha256": "d0384fb70fbea90859eb71fd10f0a34b654a6c5557089429979533631847d645",
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| 84 |
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|
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|
| 86 |
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|
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|
| 88 |
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|
| 89 |
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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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| 104 |
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|
| 106 |
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|
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|
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|
| 112 |
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|
| 113 |
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"objectives": [
|
| 114 |
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"validation content macro F1",
|
| 115 |
+
"validation mean content F1 classes 2 and 3"
|
| 116 |
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],
|
| 117 |
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"dominated_definition": "both objectives strictly lower than an earlier checkpoint",
|
| 118 |
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|
| 119 |
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"patience": "two consecutive half-epoch dominated checkpoints"
|
| 120 |
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}
|
| 121 |
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|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:e823b590afc3f81236344952455bee164beee069dd73bfb8bfe607189dc36bed
|
| 3 |
+
size 1135568290
|
test_metrics.json
ADDED
|
@@ -0,0 +1,799 @@
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|
| 1 |
+
{
|
| 2 |
+
"global_step": 8868,
|
| 3 |
+
"aggregate_epoch": 4.0,
|
| 4 |
+
"model_path": "/ko_edu_snowflake_final_train/checkpoints/step_08868",
|
| 5 |
+
"validation": {
|
| 6 |
+
"global_step": 8868,
|
| 7 |
+
"aggregate_epoch": 4.0,
|
| 8 |
+
"content_macro_f1": 0.7691223696148852,
|
| 9 |
+
"content_f1_class2_3_mean": 0.7002175340967471
|
| 10 |
+
},
|
| 11 |
+
"tests": {
|
| 12 |
+
"public_test": {
|
| 13 |
+
"aggregate_equal_context_weight": {
|
| 14 |
+
"selection_loss": 0.5996472404267125,
|
| 15 |
+
"content_mae": 0.36416186395414174,
|
| 16 |
+
"content_macro_mae": 0.39134996560001856,
|
| 17 |
+
"content_exact_accuracy": 0.7229817708333334,
|
| 18 |
+
"content_spearman": 0.9219387450855417,
|
| 19 |
+
"content_gaussian_nll": -0.525285516083209,
|
| 20 |
+
"content_mean_predicted_variance": 0.2302397398710588,
|
| 21 |
+
"integrity_accuracy": 0.9256184895833334,
|
| 22 |
+
"integrity_macro_f1": 0.5145415702399313,
|
| 23 |
+
"critical_average_precision": 0.1668109006932243,
|
| 24 |
+
"critical_roc_auc": 0.924077158723946,
|
| 25 |
+
"critical_f1_at_0_5": 0.20155038759689922,
|
| 26 |
+
"critical_brier": 0.007695191131648721,
|
| 27 |
+
"final_mae": 0.3742708417087128,
|
| 28 |
+
"final_macro_mae": 0.40425132911669354,
|
| 29 |
+
"final_exact_accuracy": 0.7154134114583334,
|
| 30 |
+
"final_spearman": 0.9196958171483666,
|
| 31 |
+
"integrity_confusion_matrix": [
|
| 32 |
+
[
|
| 33 |
+
11192,
|
| 34 |
+
412,
|
| 35 |
+
45
|
| 36 |
+
],
|
| 37 |
+
[
|
| 38 |
+
385,
|
| 39 |
+
156,
|
| 40 |
+
17
|
| 41 |
+
],
|
| 42 |
+
[
|
| 43 |
+
42,
|
| 44 |
+
13,
|
| 45 |
+
26
|
| 46 |
+
]
|
| 47 |
+
],
|
| 48 |
+
"content_distribution": {
|
| 49 |
+
"0": 3088,
|
| 50 |
+
"1": 2782,
|
| 51 |
+
"2": 2964,
|
| 52 |
+
"3": 2007,
|
| 53 |
+
"4": 1447
|
| 54 |
+
},
|
| 55 |
+
"final_distribution": {
|
| 56 |
+
"0": 3088,
|
| 57 |
+
"1": 2782,
|
| 58 |
+
"2": 3029,
|
| 59 |
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"3": 2086,
|
| 60 |
+
"4": 1303
|
| 61 |
+
},
|
| 62 |
+
"content_per_class": {
|
| 63 |
+
"0": {
|
| 64 |
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"precision": 0.9783031088082902,
|
| 65 |
+
"recall": 0.923006416131989,
|
| 66 |
+
"f1": 0.9498506524131426,
|
| 67 |
+
"support": 3273
|
| 68 |
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},
|
| 69 |
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"1": {
|
| 70 |
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"precision": 0.6294033069734004,
|
| 71 |
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"recall": 0.8106481481481481,
|
| 72 |
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"f1": 0.7086199919061109,
|
| 73 |
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"support": 2160
|
| 74 |
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},
|
| 75 |
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"2": {
|
| 76 |
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"precision": 0.6271929824561403,
|
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"sha256": "83a8a7d417be256de469edbc65c7c0104dbd5879505952df888c6cbcdb0b202b"
|
| 790 |
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|
| 791 |
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"public_test_ctx512.parquet": {
|
| 792 |
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"rows": 4096,
|
| 793 |
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"bytes": 314796,
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| 794 |
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"sha256": "0ab3099b4b1caa5b4b33ce4c0bf89892317984a21fbed0e649d495a39b4cb935"
|
| 795 |
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}
|
| 796 |
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|
| 797 |
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"repo_id": "werty1248/Ko-Edu-Classifier-2k-ep4p0-step8868",
|
| 798 |
+
"selected_for_upload": true
|
| 799 |
+
}
|
tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3a56def25aa40facc030ea8b0b87f3688e4b3c39eb8b45d5702b3a1300fe2a20
|
| 3 |
+
size 17082734
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": true,
|
| 3 |
+
"backend": "tokenizers",
|
| 4 |
+
"bos_token": "<s>",
|
| 5 |
+
"clean_up_tokenization_spaces": true,
|
| 6 |
+
"cls_token": "<s>",
|
| 7 |
+
"eos_token": "</s>",
|
| 8 |
+
"is_local": false,
|
| 9 |
+
"local_files_only": false,
|
| 10 |
+
"mask_token": "<mask>",
|
| 11 |
+
"max_length": 512,
|
| 12 |
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"model_max_length": 8192,
|
| 13 |
+
"pad_to_multiple_of": null,
|
| 14 |
+
"pad_token": "<pad>",
|
| 15 |
+
"pad_token_type_id": 0,
|
| 16 |
+
"padding_side": "right",
|
| 17 |
+
"sep_token": "</s>",
|
| 18 |
+
"stride": 0,
|
| 19 |
+
"tokenizer_class": "XLMRobertaTokenizer",
|
| 20 |
+
"truncation_side": "right",
|
| 21 |
+
"truncation_strategy": "longest_first",
|
| 22 |
+
"unk_token": "<unk>"
|
| 23 |
+
}
|
validation.json
ADDED
|
@@ -0,0 +1,386 @@
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|
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|
| 1 |
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{
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| 2 |
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| 3 |
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