allenai/ai2_arc
Dataset Card for "ai2_arc" 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… See the full description on the dataset page: https://huggingface.co/datasets/allenai/ai2_arc.
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1---2annotations_creators:3- found4language_creators:5- found6language:7- en8license:9- cc-by-sa-4.010multilinguality:11- monolingual12size_categories:13- 1K<n<10K14source_datasets:15- original16task_categories:17- question-answering18task_ids:19- open-domain-qa20- multiple-choice-qa21pretty_name: Ai2Arc22language_bcp47:23- en-US24dataset_info:25- config_name: ARC-Challenge26 features:27 - name: id28 dtype: string29 - name: question30 dtype: string31 - name: choices32 sequence:33 - name: text34 dtype: string35 - name: label36 dtype: string37 - name: answerKey38 dtype: string39 splits:40 - name: train41 num_bytes: 34976042 num_examples: 111943 - name: test44 num_bytes: 37551145 num_examples: 117246 - name: validation47 num_bytes: 9666048 num_examples: 29949 download_size: 44946050 dataset_size: 82193151- config_name: ARC-Easy52 features:53 - name: id54 dtype: string55 - name: question56 dtype: string57 - name: choices58 sequence:59 - name: text60 dtype: string61 - name: label62 dtype: string63 - name: answerKey64 dtype: string65 splits:66 - name: train67 num_bytes: 61900068 num_examples: 225169 - name: test70 num_bytes: 65751471 num_examples: 237672 - name: validation73 num_bytes: 15739474 num_examples: 57075 download_size: 76293576 dataset_size: 143390877configs:78- config_name: ARC-Challenge79 data_files:80 - split: train81 path: ARC-Challenge/train-*82 - split: test83 path: ARC-Challenge/test-*84 - split: validation85 path: ARC-Challenge/validation-*86- config_name: ARC-Easy87 data_files:88 - split: train89 path: ARC-Easy/train-*90 - split: test91 path: ARC-Easy/test-*92 - split: validation93 path: ARC-Easy/validation-*94---95 96# Dataset Card for "ai2_arc"97 98## Table of Contents99- [Dataset Description](#dataset-description)100 - [Dataset Summary](#dataset-summary)101 - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)102 - [Languages](#languages)103- [Dataset Structure](#dataset-structure)104 - [Data Instances](#data-instances)105 - [Data Fields](#data-fields)106 - [Data Splits](#data-splits)107- [Dataset Creation](#dataset-creation)108 - [Curation Rationale](#curation-rationale)109 - [Source Data](#source-data)110 - [Annotations](#annotations)111 - [Personal and Sensitive Information](#personal-and-sensitive-information)112- [Considerations for Using the Data](#considerations-for-using-the-data)113 - [Social Impact of Dataset](#social-impact-of-dataset)114 - [Discussion of Biases](#discussion-of-biases)115 - [Other Known Limitations](#other-known-limitations)116- [Additional Information](#additional-information)117 - [Dataset Curators](#dataset-curators)118 - [Licensing Information](#licensing-information)119 - [Citation Information](#citation-information)120 - [Contributions](#contributions)121 122## Dataset Description123 124- **Homepage:** [https://allenai.org/data/arc](https://allenai.org/data/arc)125- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)126- **Paper:** [Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge](https://arxiv.org/abs/1803.05457)127- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)128- **Size of downloaded dataset files:** 1361.68 MB129- **Size of the generated dataset:** 2.28 MB130- **Total amount of disk used:** 1363.96 MB131 132### Dataset Summary133 134A new dataset of 7,787 genuine grade-school level, multiple-choice science questions, assembled to encourage research in135 advanced question-answering. The dataset is partitioned into a Challenge Set and an Easy Set, where the former contains136 only questions answered incorrectly by both a retrieval-based algorithm and a word co-occurrence algorithm. We are also137 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.138 139### Supported Tasks and Leaderboards140 141[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)142 143### Languages144 145[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)146 147## Dataset Structure148 149### Data Instances150 151#### ARC-Challenge152 153- **Size of downloaded dataset files:** 680.84 MB154- **Size of the generated dataset:** 0.83 MB155- **Total amount of disk used:** 681.67 MB156 157An example of 'train' looks as follows.158```159{160 "answerKey": "B",161 "choices": {162 "label": ["A", "B", "C", "D"],163 "text": ["Shady areas increased.", "Food sources increased.", "Oxygen levels increased.", "Available water increased."]164 },165 "id": "Mercury_SC_405487",166 "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?"167}168```169 170#### ARC-Easy171 172- **Size of downloaded dataset files:** 680.84 MB173- **Size of the generated dataset:** 1.45 MB174- **Total amount of disk used:** 682.29 MB175 176An example of 'train' looks as follows.177```178{179 "answerKey": "B",180 "choices": {181 "label": ["A", "B", "C", "D"],182 "text": ["Shady areas increased.", "Food sources increased.", "Oxygen levels increased.", "Available water increased."]183 },184 "id": "Mercury_SC_405487",185 "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?"186}187```188 189### Data Fields190 191The data fields are the same among all splits.192 193#### ARC-Challenge194- `id`: a `string` feature.195- `question`: a `string` feature.196- `choices`: a dictionary feature containing:197 - `text`: a `string` feature.198 - `label`: a `string` feature.199- `answerKey`: a `string` feature.200 201#### ARC-Easy202- `id`: a `string` feature.203- `question`: a `string` feature.204- `choices`: a dictionary feature containing:205 - `text`: a `string` feature.206 - `label`: a `string` feature.207- `answerKey`: a `string` feature.208 209### Data Splits210 211| name |train|validation|test|212|-------------|----:|---------:|---:|213|ARC-Challenge| 1119| 299|1172|214|ARC-Easy | 2251| 570|2376|215 216## Dataset Creation217 218### Curation Rationale219 220[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)221 222### Source Data223 224#### Initial Data Collection and Normalization225 226[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)227 228#### Who are the source language producers?229 230[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)231 232### Annotations233 234#### Annotation process235 236[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)237 238#### Who are the annotators?239 240[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)241 242### Personal and Sensitive Information243 244[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)245 246## Considerations for Using the Data247 248### Social Impact of Dataset249 250[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)251 252### Discussion of Biases253 254[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)255 256### Other Known Limitations257 258[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)259 260## Additional Information261 262### Dataset Curators263 264[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)265 266### Licensing Information267 268[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)269 270### Citation Information271 272```273@article{allenai:arc,274 author = {Peter Clark and Isaac Cowhey and Oren Etzioni and Tushar Khot and275 Ashish Sabharwal and Carissa Schoenick and Oyvind Tafjord},276 title = {Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge},277 journal = {arXiv:1803.05457v1},278 year = {2018},279}280 281```282 283 284### Contributions285 286Thanks to [@lewtun](https://github.com/lewtun), [@patrickvonplaten](https://github.com/patrickvonplaten), [@thomwolf](https://github.com/thomwolf) for adding this dataset.