|
|
--- |
|
|
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: 283554445 |
|
|
num_examples: 10056 |
|
|
- name: dev |
|
|
num_bytes: 35346676 |
|
|
num_examples: 1233 |
|
|
- name: test |
|
|
num_bytes: 33704913 |
|
|
num_examples: 1222 |
|
|
download_size: 135010348 |
|
|
dataset_size: 352606034 |
|
|
- 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 |
|
|
num_bytes: 32666390 |
|
|
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 |
|
|
|
|
|
- **Homepage:** [https://paperswithcode.com/dataset/evidence-inference-2-0](Papers with Code) |
|
|
|
|
|
- **Original Repository:** [https://github.com/jayded/evidence-inference](Github) |
|
|
|
|
|
- **Paper:** [https://arxiv.org/abs/2005.04177](arXiv) |
|
|
|
|
|
- **Points of Contact:** |
|
|
|
|
|
- Main Original Author - Jay DeYoung ([email protected]) |
|
|
|
|
|
- Huggingface Curator and Mantainer - [Artur Guimarães](https://araag2.netlify.app/) ([email protected]) |
|
|
|
|
|
### 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 ([email protected]) - Khoury College of Computer Sciences, Northeastern University |
|
|
- Eric Lehman ([email protected]) - Khoury College of Computer Sciences, Northeastern University |
|
|
- Ben Nye ([email protected]) - Khoury College of Computer Sciences, Northeastern University |
|
|
- Iain J. Marshall ([email protected]) - Kings College London |
|
|
- Byron C. Wallace ([email protected]) - Khoury College of Computer Sciences, Northeastern University |
|
|
|
|
|
#### Huggingface Curator |
|
|
|
|
|
- [Artur Guimarães](https://araag2.netlify.app/) ([email protected]) - 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. |