README.md

metadata

dataset_info:
  features:
    - name: query
      dtype: string
    - name: dqc_id
      dtype: string
    - name: answer
      dtype: string
    - name: choices
      sequence: string
    - name: gold
      dtype: int64
    - name: id
      dtype: int64
  splits:
    - name: test
      num_bytes: 46455162
      num_examples: 440
  download_size: 4278211
  dataset_size: 46455162
configs:
  - config_name: default
    data_files:
      - split: test
        path: data/test-*
task_categories:
  - text-classification
license: cc-by-4.0
language:
  - en
papers:
  - title: >-
      FinAuditing: Taxonomy-Grounded Financial Auditing Benchmark for Evaluating
      Large Language Models
    authors:
      - Yan Wang
      - Keyi Wang
      - Shanshan Yang
      - Jaisal Patel
      - Jeff Zhao
      - Fengran Mo
      - Xueqing Peng
      - Lingfei Qian
      - Jimin Huang
      - Guojun Xiong
      - Xiao-Yang Liu
      - Jian-Yun Nie
    url: https://arxiv.org/abs/2510.08886
    conference: arXiv preprint, 2025
tags:
  - finance
  - auditing
  - xbrl
  - gaap
  - llm
  - benchmark
  - financial-reasoning

🧾 FinAuditing Benchmark

This dataset is introduced in the paper
FinAuditing: Taxonomy-Grounded Financial Auditing Benchmark for Evaluating Large Language Models
by Yan Wang, Keyi Wang, Shanshan Yang, Jaisal Patel, Jeff Zhao, Fengran Mo, Xueqing Peng, Lingfei Qian, Jimin Huang, Guojun Xiong, Xiao-Yang Liu, and Jian-Yun Nie (2025).