README.md

---
dataset_info:
- config_name: conversational
  features:
  - name: id
    dtype: string
  - name: prompt
    list:
    - name: role
      dtype: string
    - name: content
      dtype: string
  - name: completion
    list:
    - name: role
      dtype: string
    - name: content
      dtype: string
  - name: Label
    dtype: string
  splits:
  - name: train
    num_bytes: 280185685
    num_examples: 10056
  - name: dev
    num_bytes: 34933621
    num_examples: 1233
  - name: test
    num_bytes: 33295543
    num_examples: 1222
  download_size: 134590742
  dataset_size: 348414849
- config_name: processed
  features:
  - name: pmcid
    dtype: int64
  - name: Label
    dtype: string
  - name: evidence
    dtype: string
  - name: Intervention
    dtype: string
  - name: Comparator
    dtype: string
  - name: Outcome
    dtype: string
  - name: id
    dtype: string
  - name: Question
    dtype: string
  - name: type
    dtype: string
  - name: Article_Content
    dtype: string
  splits:
  - name: train
    num_bytes: 274957749
    num_examples: 10056
  - name: dev
    num_bytes: 34289856
    num_examples: 1233
  - name: test
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    num_examples: 1222
  download_size: 110000820
  dataset_size: 341913995
- config_name: source
  features:
  - name: pmcid
    dtype: int64
  - name: label
    dtype: string
  - name: evidence
    dtype: string
  - name: intervention
    dtype: string
  - name: comparator
    dtype: string
  - name: outcome
    dtype: string
  - name: id
    dtype: string
  - name: document_id
    dtype: string
  - name: question
    dtype: string
  - name: type
    dtype: string
  - name: choices
    sequence: string
  - name: context
    dtype: string
  - name: answer
    sequence: string
  - name: Article_Content
    dtype: string
  splits:
  - name: train
    num_bytes: 278183969
    num_examples: 10056
  - name: dev
    num_bytes: 34690485
    num_examples: 1233
  - name: test
    num_bytes: 33059393
    num_examples: 1222
  download_size: 109149239
  dataset_size: 345933847
configs:
- config_name: conversational
  data_files:
  - split: train
    path: conversational/train-*
  - split: dev
    path: conversational/dev-*
  - split: test
    path: conversational/test-*
- config_name: processed
  data_files:
  - split: train
    path: processed/train-*
  - split: dev
    path: processed/dev-*
  - split: test
    path: processed/test-*
- config_name: source
  data_files:
  - split: train
    path: source/train-*
  - split: dev
    path: source/dev-*
  - split: test
    path: source/test-*
license: cc-by-sa-4.0
task_categories:
- question-answering
- text-classification
language:
- en
tags:
- medical
pretty_name: Evidence Inference 2.0
size_categories:
- 10K<n<100K
---

# Evidence Inference 2.0

## Dataset Description

|                                 | Links         | 
|:-------------------------------:|:-------------:|
| **Homepage:**                   |  [Github Pages](https://paperswithcode.com/dataset/evidence-inference-2-0)  | 
| **Repository:**                 |  [Github](https://github.com/jayded/evidence-inference)  | 
| **Paper:**                      |  [arXiv](https://arxiv.org/abs/2005.04177)  | 
| **Contact (Original Authors):** |  Jay DeYoung (deyoung.j@northeastern.edu) |
| **Contact (Curator):**          |  [Artur Guimarães](https://araag2.netlify.app/) (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 '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.`

### Data Instances

```
{
  'TO:DO': ...,
  ...
}
```

### Data Fields

TO:DO

## Additional Information

### Dataset Curators

#### Original Paper

- Jay DeYoung (deyoung.j@northeastern.edu) - Khoury College of Computer Sciences, Northeastern University
- Eric Lehman (lehman.e@northeastern.edu) - Khoury College of Computer Sciences, Northeastern University
- Ben Nye (nye.b@northeastern.edu) - Khoury College of Computer Sciences, Northeastern University
- Iain J. Marshall (mail@ijmarshall.com) - Kings College London
- Byron C. Wallace (b.wallace@northeastern.edu) - Khoury College of Computer Sciences, Northeastern University

#### Huggingface Curator

- [Artur Guimarães](https://araag2.netlify.app/) (artur.guimas@gmail.com) - INESC-ID / University of Lisbon - Instituto Superior Técnico

### Licensing Information

[CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/deed.en)

### Citation Information

```
@article{deyoung2020evidence,
  title={Evidence inference 2.0: More data, better models},
  author={DeYoung, Jay and Lehman, Eric and Nye, Ben and Marshall, Iain J and Wallace, Byron C},
  journal={arXiv preprint arXiv:2005.04177},
  year={2020}
}
```

[10.18653/v1/2020.bionlp-1.13](10.18653/v1/2020.bionlp-1.13)

### Contributions

Thanks to [araag2](https://github.com/araag2) for adding this dataset.