Datasets:
GAIR
/

Modalities:
Text
Image
Formats:
parquet
ArXiv:
Libraries:
Datasets
pandas
License:
OlympicArena / README.md
SinclairWang's picture
Add paper link (#2)
0f11060 verified
|
raw
history blame
8.57 kB
metadata
Paper: arxiv.org/abs/2406.16772
license: cc-by-nc-sa-4.0
dataset_info:
  - config_name: Math
    features:
      - name: id
        dtype: string
      - name: problem
        dtype: string
      - name: prompt
        dtype: string
      - name: figure_urls
        sequence: string
      - name: answer
        sequence: string
      - name: solution
        dtype: string
      - name: answer_type
        dtype: string
      - name: unit
        sequence: string
      - name: answer_sequence
        sequence: string
      - name: type_sequence
        sequence: string
      - name: test_cases
        sequence:
          - name: input
            dtype: string
          - name: output
            dtype: string
      - name: subject
        dtype: string
      - name: language
        dtype: string
      - name: modality
        dtype: string
    splits:
      - name: test
        num_bytes: 3153019
        num_examples: 2977
      - name: val
        num_bytes: 484904
        num_examples: 244
    download_size: 1402261
    dataset_size: 3637923
  - config_name: Physics
    features:
      - name: id
        dtype: string
      - name: problem
        dtype: string
      - name: prompt
        dtype: string
      - name: figure_urls
        sequence: string
      - name: answer
        sequence: string
      - name: solution
        dtype: string
      - name: answer_type
        dtype: string
      - name: unit
        sequence: string
      - name: answer_sequence
        sequence: string
      - name: type_sequence
        sequence: string
      - name: test_cases
        sequence:
          - name: input
            dtype: string
          - name: output
            dtype: string
      - name: subject
        dtype: string
      - name: language
        dtype: string
      - name: modality
        dtype: string
    splits:
      - name: test
        num_bytes: 3139836
        num_examples: 1303
      - name: val
        num_bytes: 283157
        num_examples: 90
    download_size: 1613993
    dataset_size: 3422993
  - config_name: Chemistry
    features:
      - name: id
        dtype: string
      - name: problem
        dtype: string
      - name: prompt
        dtype: string
      - name: figure_urls
        sequence: string
      - name: answer
        sequence: string
      - name: solution
        dtype: string
      - name: answer_type
        dtype: string
      - name: unit
        sequence: string
      - name: answer_sequence
        sequence: string
      - name: type_sequence
        sequence: string
      - name: test_cases
        sequence:
          - name: input
            dtype: string
          - name: output
            dtype: string
      - name: subject
        dtype: string
      - name: language
        dtype: string
      - name: modality
        dtype: string
    splits:
      - name: test
        num_bytes: 3102033
        num_examples: 1354
      - name: val
        num_bytes: 284518
        num_examples: 65
    download_size: 1389141
    dataset_size: 3386551
  - config_name: Biology
    features:
      - name: id
        dtype: string
      - name: problem
        dtype: string
      - name: prompt
        dtype: string
      - name: figure_urls
        sequence: string
      - name: answer
        sequence: string
      - name: solution
        dtype: string
      - name: answer_type
        dtype: string
      - name: unit
        sequence: string
      - name: answer_sequence
        sequence: string
      - name: type_sequence
        sequence: string
      - name: test_cases
        sequence:
          - name: input
            dtype: string
          - name: output
            dtype: string
      - name: subject
        dtype: string
      - name: language
        dtype: string
      - name: modality
        dtype: string
    splits:
      - name: test
        num_bytes: 3483679
        num_examples: 1495
      - name: val
        num_bytes: 238015
        num_examples: 63
    download_size: 1814227
    dataset_size: 3721694
  - config_name: Geography
    features:
      - name: id
        dtype: string
      - name: problem
        dtype: string
      - name: prompt
        dtype: string
      - name: figure_urls
        sequence: string
      - name: answer
        sequence: string
      - name: solution
        dtype: string
      - name: answer_type
        dtype: string
      - name: unit
        sequence: string
      - name: answer_sequence
        sequence: string
      - name: type_sequence
        sequence: string
      - name: test_cases
        sequence:
          - name: input
            dtype: string
          - name: output
            dtype: string
      - name: subject
        dtype: string
      - name: language
        dtype: string
      - name: modality
        dtype: string
    splits:
      - name: test
        num_bytes: 2555530
        num_examples: 1522
      - name: val
        num_bytes: 138082
        num_examples: 68
    download_size: 1212126
    dataset_size: 2693612
  - config_name: Astronomy
    features:
      - name: id
        dtype: string
      - name: problem
        dtype: string
      - name: prompt
        dtype: string
      - name: figure_urls
        sequence: string
      - name: answer
        sequence: string
      - name: solution
        dtype: string
      - name: answer_type
        dtype: string
      - name: unit
        sequence: string
      - name: answer_sequence
        sequence: string
      - name: type_sequence
        sequence: string
      - name: test_cases
        sequence:
          - name: input
            dtype: string
          - name: output
            dtype: string
      - name: subject
        dtype: string
      - name: language
        dtype: string
      - name: modality
        dtype: string
    splits:
      - name: test
        num_bytes: 3161275
        num_examples: 1110
      - name: val
        num_bytes: 320943
        num_examples: 90
    download_size: 1685604
    dataset_size: 3482218
  - config_name: CS
    features:
      - name: id
        dtype: string
      - name: problem
        dtype: string
      - name: prompt
        dtype: string
      - name: figure_urls
        sequence: string
      - name: answer
        sequence: string
      - name: solution
        dtype: string
      - name: answer_type
        dtype: string
      - name: unit
        sequence: string
      - name: answer_sequence
        sequence: string
      - name: type_sequence
        sequence: string
      - name: test_cases
        sequence:
          - name: input
            dtype: string
          - name: output
            dtype: string
      - name: subject
        dtype: string
      - name: language
        dtype: string
      - name: modality
        dtype: string
    splits:
      - name: test
        num_bytes: 1235615
        num_examples: 216
      - name: val
        num_bytes: 496838967
        num_examples: 18
    download_size: 256590378
    dataset_size: 498074582
configs:
  - config_name: Math
    data_files:
      - split: test
        path: Math/test-*
      - split: val
        path: Math/val-*
  - config_name: Physics
    data_files:
      - split: test
        path: Physics/test-*
      - split: val
        path: Physics/val-*
  - config_name: Chemistry
    data_files:
      - split: test
        path: Chemistry/test-*
      - split: val
        path: Chemistry/val-*
  - config_name: Biology
    data_files:
      - split: test
        path: Biology/test-*
      - split: val
        path: Biology/val-*
  - config_name: Geography
    data_files:
      - split: test
        path: Geography/test-*
      - split: val
        path: Geography/val-*
  - config_name: Astronomy
    data_files:
      - split: test
        path: Astronomy/test-*
      - split: val
        path: Astronomy/val-*
  - config_name: CS
    data_files:
      - split: test
        path: CS/test-*
      - split: val
        path: CS/val-*
task_categories:
  - question-answering
language:
  - en
  - zh
pretty_name: OlympicArena
size_categories:
  - 10K<n<100K
tags:
  - croissant

OlympicArena: Benchmarking Multi-discipline Cognitive Reasoning for Superintelligent AI

OlympicArena is a comprehensive, highly-challenging, and rigorously curated benchmark featuring a detailed, fine-grained evaluation mechanism designed to assess advanced AI capabilities across a broad spectrum of Olympic-level challenges.

This benchmark encompasses seven disciplines: Mathematics, Physics, Chemistry, Biology, Geography, Astronomy, and Computer Science. Each discipline is divided into two splits: validation (val) and test. The validation split includes publicly available answers for small-scale testing and evaluation, while the test split does not disclose the answers, users could submit their results.

An Example to load the data

from datasets import load_dataset
dataset=load_dataset("GAIR/OlympicArena", "Math", split="val")

print(dataset[0])

More details on loading and using the data are at our github page.

If you do find our code helpful or use our benchmark dataset, please citing our paper.

@article{huang2024olympicarena,
      title={OlympicArena: Benchmarking Multi-discipline Cognitive Reasoning for Superintelligent AI},
      author={Zhen Huang and Zengzhi Wang and Shijie Xia and Xuefeng Li and Haoyang Zou and Ruijie Xu and Run-Ze Fan and Lyumanshan Ye and Ethan Chern and Yixin Ye and Yikai Zhang and Yuqing Yang and Ting Wu and Binjie Wang and Shichao Sun and Yang Xiao and Yiyuan Li and Fan Zhou and Steffi Chern and Yiwei Qin and Yan Ma and Jiadi Su and Yixiu Liu and Yuxiang Zheng and Shaoting Zhang and Dahua Lin and Yu Qiao and Pengfei Liu},
      year={2024},
      journal={arXiv preprint arXiv:2406.12753},
      url={https://arxiv.org/abs/2406.12753}
}