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.