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araag2/Evidence_Inference_v2

Evidence Inference 2.0 Dataset Description Links Homepage: Github Pages Repository: Github Paper: arXiv Contact (Original Authors): Jay DeYoung (deyoung.j@northeastern.edu) Contact (Curator): Artur Guimarães (artur.guimas@gmail.com) Dataset Summary The dataset consists of biomedical articles describing randomized control trials (RCTs) that compare multiple treatments. Each of these articles will have multiple questions, or… See the full description on the dataset page: https://huggingface.co/datasets/araag2/Evidence_Inference_v2.

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1---2dataset_info:3- config_name: conversational4  features:5  - name: id6    dtype: string7  - name: prompt8    list:9    - name: role10      dtype: string11    - name: content12      dtype: string13  - name: completion14    list:15    - name: role16      dtype: string17    - name: content18      dtype: string19  - name: Label20    dtype: string21  splits:22  - name: train23    num_bytes: 28018568524    num_examples: 1005625  - name: dev26    num_bytes: 3493362127    num_examples: 123328  - name: test29    num_bytes: 3329554330    num_examples: 122231  download_size: 13459074232  dataset_size: 34841484933- config_name: processed34  features:35  - name: pmcid36    dtype: int6437  - name: Label38    dtype: string39  - name: evidence40    dtype: string41  - name: Intervention42    dtype: string43  - name: Comparator44    dtype: string45  - name: Outcome46    dtype: string47  - name: id48    dtype: string49  - name: Question50    dtype: string51  - name: type52    dtype: string53  - name: Article_Content54    dtype: string55  splits:56  - name: train57    num_bytes: 27495774958    num_examples: 1005659  - name: dev60    num_bytes: 3428985661    num_examples: 123362  - name: test63    num_bytes: 3266639064    num_examples: 122265  download_size: 11000082066  dataset_size: 34191399567- config_name: source68  features:69  - name: pmcid70    dtype: int6471  - name: label72    dtype: string73  - name: evidence74    dtype: string75  - name: intervention76    dtype: string77  - name: comparator78    dtype: string79  - name: outcome80    dtype: string81  - name: id82    dtype: string83  - name: document_id84    dtype: string85  - name: question86    dtype: string87  - name: type88    dtype: string89  - name: choices90    sequence: string91  - name: context92    dtype: string93  - name: answer94    sequence: string95  - name: Article_Content96    dtype: string97  splits:98  - name: train99    num_bytes: 278183969100    num_examples: 10056101  - name: dev102    num_bytes: 34690485103    num_examples: 1233104  - name: test105    num_bytes: 33059393106    num_examples: 1222107  download_size: 109149239108  dataset_size: 345933847109configs:110- config_name: conversational111  data_files:112  - split: train113    path: conversational/train-*114  - split: dev115    path: conversational/dev-*116  - split: test117    path: conversational/test-*118- config_name: processed119  data_files:120  - split: train121    path: processed/train-*122  - split: dev123    path: processed/dev-*124  - split: test125    path: processed/test-*126- config_name: source127  data_files:128  - split: train129    path: source/train-*130  - split: dev131    path: source/dev-*132  - split: test133    path: source/test-*134license: cc-by-sa-4.0135task_categories:136- question-answering137- text-classification138language:139- en140tags:141- medical142pretty_name: Evidence Inference 2.0143size_categories:144- 10K<n<100K145---146 147# Evidence Inference 2.0148 149## Dataset Description150 151|                                 | Links         | 152|:-------------------------------:|:-------------:|153| **Homepage:**                   |  [Github Pages](https://paperswithcode.com/dataset/evidence-inference-2-0)  | 154| **Repository:**                 |  [Github](https://github.com/jayded/evidence-inference)  | 155| **Paper:**                      |  [arXiv](https://arxiv.org/abs/2005.04177)  | 156| **Contact (Original Authors):** |  Jay DeYoung (deyoung.j@northeastern.edu) |157| **Contact (Curator):**          |  [Artur Guimarães](https://araag2.netlify.app/) (artur.guimas@gmail.com) |158  159### Dataset Summary160 161`The dataset consists of biomedical articles describing randomized control trials (RCTs) that compare multiple treatments. Each of these articles will have multiple questions, or 'prompts' associated with them. These prompts will ask about the relationship between an intervention and comparator with respect to an outcome, as reported in the trial. For example, a prompt may ask about the reported effects of aspirin as compared to placebo on the duration of headaches.`162 163### Data Instances164 165```166{167  'TO:DO': ...,168  ...169}170```171 172### Data Fields173 174TO:DO175 176## Additional Information177 178### Dataset Curators179 180#### Original Paper181 182- Jay DeYoung (deyoung.j@northeastern.edu) - Khoury College of Computer Sciences, Northeastern University183- Eric Lehman (lehman.e@northeastern.edu) - Khoury College of Computer Sciences, Northeastern University184- Ben Nye (nye.b@northeastern.edu) - Khoury College of Computer Sciences, Northeastern University185- Iain J. Marshall (mail@ijmarshall.com) - Kings College London186- Byron C. Wallace (b.wallace@northeastern.edu) - Khoury College of Computer Sciences, Northeastern University187 188#### Huggingface Curator189 190- [Artur Guimarães](https://araag2.netlify.app/) (artur.guimas@gmail.com) - INESC-ID / University of Lisbon - Instituto Superior Técnico191 192### Licensing Information193 194[CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/deed.en)195 196### Citation Information197 198```199@article{deyoung2020evidence,200  title={Evidence inference 2.0: More data, better models},201  author={DeYoung, Jay and Lehman, Eric and Nye, Ben and Marshall, Iain J and Wallace, Byron C},202  journal={arXiv preprint arXiv:2005.04177},203  year={2020}204}205```206 207[10.18653/v1/2020.bionlp-1.13](10.18653/v1/2020.bionlp-1.13)208 209### Contributions210 211Thanks to [araag2](https://github.com/araag2) for adding this dataset.