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metadata
language:
  - en
  - zh
license: cc-by-sa-4.0
task_categories:
  - multiple-choice
pretty_name: LogiQA2.0
data_splits:
  - train
  - validation
  - test
dataset_info:
  config_name: logiqa2
  features:
    - name: id
      dtype: int32
    - name: answer
      dtype: int32
    - name: text
      dtype: string
    - name: type
      dtype: string
    - name: question
      dtype: string
    - name: options
      sequence: string
  splits:
    - name: train
      num_bytes: 13374480
      num_examples: 12567
    - name: test
      num_bytes: 1656534
      num_examples: 1572
    - name: validation
      num_bytes: 1687080
      num_examples: 1569
  download_size: 8538515
  dataset_size: 16718094
configs:
  - config_name: logiqa2
    data_files:
      - split: train
        path: logiqa2/train-*
      - split: test
        path: logiqa2/test-*
      - split: validation
        path: logiqa2/validation-*
    default: true

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Dataset Description

Dataset Summary

Logiqa2.0 dataset - logical reasoning in MRC and NLI tasks

LogiEval: a benchmark suite for testing logical reasoning abilities of instruct-prompt large language models

Licensing Information

Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

Citation Information

@ARTICLE{10174688, author={Liu, Hanmeng and Liu, Jian and Cui, Leyang and Teng, Zhiyang and Duan, Nan and Zhou, Ming and Zhang, Yue}, journal={IEEE/ACM Transactions on Audio, Speech, and Language Processing}, title={LogiQA 2.0 — An Improved Dataset for Logical Reasoning in Natural Language Understanding}, year={2023}, volume={}, number={}, pages={1-16}, doi={10.1109/TASLP.2023.3293046}}

@misc{liu2023evaluating, title={Evaluating the Logical Reasoning Ability of ChatGPT and GPT-4}, author={Hanmeng Liu and Ruoxi Ning and Zhiyang Teng and Jian Liu and Qiji Zhou and Yue Zhang}, year={2023}, eprint={2304.03439}, archivePrefix={arXiv}, primaryClass={cs.CL} }