README.md

metadata

annotations_creators:
  - found
language_creators:
  - found
language:
  - en
language_bcp47:
  - en-US
license:
  - cc-by-sa-4.0
multilinguality:
  - monolingual
size_categories:
  - 1K<n<10K
source_datasets:
  - original
task_categories:
  - question-answering
task_ids:
  - open-domain-qa
  - multiple-choice-qa
paperswithcode_id: null
pretty_name: Ai2Arc
dataset_info:
  - config_name: ARC-Challenge
    features:
      - name: id
        dtype: string
      - name: question
        dtype: string
      - name: choices
        sequence:
          - name: text
            dtype: string
          - name: label
            dtype: string
      - name: answerKey
        dtype: string
    splits:
      - name: train
        num_bytes: 351888
        num_examples: 1119
      - name: test
        num_bytes: 377740
        num_examples: 1172
      - name: validation
        num_bytes: 97254
        num_examples: 299
    download_size: 680841265
    dataset_size: 826882
  - config_name: ARC-Easy
    features:
      - name: id
        dtype: string
      - name: question
        dtype: string
      - name: choices
        sequence:
          - name: text
            dtype: string
          - name: label
            dtype: string
      - name: answerKey
        dtype: string
    splits:
      - name: train
        num_bytes: 623254
        num_examples: 2251
      - name: test
        num_bytes: 661997
        num_examples: 2376
      - name: validation
        num_bytes: 158498
        num_examples: 570
    download_size: 680841265
    dataset_size: 1443749

Dataset Card for "ai2_arc"

Table of Contents

• Dataset Description
  • Dataset Summary
  • Supported Tasks and Leaderboards
  • Languages
• Dataset Structure
  • Data Instances
  • Data Fields
  • Data Splits
• Dataset Creation
  • Curation Rationale
  • Source Data
  • Annotations
  • Personal and Sensitive Information
• Considerations for Using the Data
  • Social Impact of Dataset
  • Discussion of Biases
  • Other Known Limitations
• Additional Information
  • Dataset Curators
  • Licensing Information
  • Citation Information
  • Contributions

Dataset Description

• Homepage: https://allenai.org/data/arc
• Repository: More Information Needed
• Paper: More Information Needed
• Point of Contact: More Information Needed
• Size of downloaded dataset files: 1298.60 MB
• Size of the generated dataset: 2.17 MB
• Total amount of disk used: 1300.77 MB

Dataset Summary

A new dataset of 7,787 genuine grade-school level, multiple-choice science questions, assembled to encourage research in advanced question-answering. The dataset is partitioned into a Challenge Set and an Easy Set, where the former contains only questions answered incorrectly by both a retrieval-based algorithm and a word co-occurrence algorithm. We are also including a corpus of over 14 million science sentences relevant to the task, and an implementation of three neural baseline models for this dataset. We pose ARC as a challenge to the community.

Supported Tasks and Leaderboards

More Information Needed

Languages

More Information Needed

Dataset Structure

Data Instances

ARC-Challenge

• Size of downloaded dataset files: 649.30 MB
• Size of the generated dataset: 0.79 MB
• Total amount of disk used: 650.09 MB

An example of 'train' looks as follows.

{
    "answerKey": "B",
    "choices": {
        "label": ["A", "B", "C", "D"],
        "text": ["Shady areas increased.", "Food sources increased.", "Oxygen levels increased.", "Available water increased."]
    },
    "id": "Mercury_SC_405487",
    "question": "One year, the oak trees in a park began producing more acorns than usual. The next year, the population of chipmunks in the park also increased. Which best explains why there were more chipmunks the next year?"
}

ARC-Easy

• Size of downloaded dataset files: 649.30 MB
• Size of the generated dataset: 1.38 MB
• Total amount of disk used: 650.68 MB

An example of 'train' looks as follows.

{
    "answerKey": "B",
    "choices": {
        "label": ["A", "B", "C", "D"],
        "text": ["Shady areas increased.", "Food sources increased.", "Oxygen levels increased.", "Available water increased."]
    },
    "id": "Mercury_SC_405487",
    "question": "One year, the oak trees in a park began producing more acorns than usual. The next year, the population of chipmunks in the park also increased. Which best explains why there were more chipmunks the next year?"
}

Data Fields

The data fields are the same among all splits.

ARC-Challenge

• id: a string feature.
• question: a string feature.
• choices: a dictionary feature containing:
  • text: a string feature.
  • label: a string feature.
• answerKey: a string feature.

ARC-Easy

• id: a string feature.
• question: a string feature.
• choices: a dictionary feature containing:
  • text: a string feature.
  • label: a string feature.
• answerKey: a string feature.

Data Splits

name	train	validation	test
ARC-Challenge	1119	299	1172
ARC-Easy	2251	570	2376

Dataset Creation

Curation Rationale

More Information Needed

Source Data

Initial Data Collection and Normalization

More Information Needed

Who are the source language producers?

More Information Needed

Annotations

Annotation process

More Information Needed

Who are the annotators?

More Information Needed

Personal and Sensitive Information

More Information Needed

Considerations for Using the Data

Social Impact of Dataset

More Information Needed

Discussion of Biases

More Information Needed

Other Known Limitations

More Information Needed

Additional Information

Dataset Curators

More Information Needed

Licensing Information

More Information Needed

Citation Information

@article{allenai:arc,
      author    = {Peter Clark  and Isaac Cowhey and Oren Etzioni and Tushar Khot and
                    Ashish Sabharwal and Carissa Schoenick and Oyvind Tafjord},
      title     = {Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge},
      journal   = {arXiv:1803.05457v1},
      year      = {2018},
}

Contributions

Thanks to @lewtun, @patrickvonplaten, @thomwolf for adding this dataset.