IO-Bench / README.md
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Initial IO-Bench dataset release
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metadata
language:
  - en
pretty_name: IO-Bench
license: cc-by-nd-4.0
size_categories:
  - n<1K
task_categories:
  - question-answering
  - text-generation
tags:
  - economics
  - mathematical-reasoning
  - symbolic-reasoning
  - benchmark
  - responsible-ai
configs:
  - config_name: default
    data_files:
      - split: test
        path: data/test.jsonl

IO-Bench

IO-Bench is a 155-example evaluation dataset for mathematical economics reasoning. Each record contains a standalone economics question, a reference answer, a machine-comparable answer field, symbolic answer metadata where applicable, and review status metadata.

Unless otherwise noted, the dataset materials in this repository are licensed under the Creative Commons Attribution-NoDerivatives 4.0 International License (CC BY-ND 4.0). See LICENSE for details.

Dataset Structure

  • Main HF split: data/test.jsonl
  • Chapter copies: data/by_chapter/*.jsonl
  • Problem-type labels: included in each JSONL record as problem_type_label
  • Rows: 155
  • Splits: {'chapter_1': 21, 'chapter_2': 10, 'chapter_3': 7, 'chapter_4': 9, 'chapter_5': 12, 'chapter_6': 17, 'chapter_7': 5, 'chapter_8': 17, 'chapter_9': 9, 'chapter_10': 15, 'chapter_11': 29, 'chapter_intro': 4}

Fields

  • id: Unique example id.
  • chapter, split, problem_number, sub_id: Source location metadata after anonymization.
  • question: Standalone benchmark question.
  • question_type: Question format, such as value or judge.
  • problem_type_label: Problem-type category used for analysis.
  • answer_kind: Answer representation category.
  • comparison_mode: Evaluation mode, such as sympy, exact, or json.
  • reference_answer: Reference final answer.
  • reference_answer_sympy: SymPy-compatible answer when applicable.
  • reference_answer_json: JSON answer when applicable.
  • reference_answer_json_modes: Per-field comparison modes for JSON answers when applicable.
  • answer_for_compare: Canonical comparison target used by the evaluator.
  • reference_reasoning: Reference solution rationale.
  • allowed_symbols, symbol_definitions: Symbol contract for symbolic answers.
  • review_status: Anonymized review status.