Datasets:

araag2
/

Evidence_Inference_v2

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
Paper: https://arxiv.org/abs/2005.04177
Points of Contact:
- Main Original Author - Jay DeYoung ([email protected])
- Huggingface Curator and Mantainer - Artur Guimarães ([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 ([email protected]) - INESC-ID / University of Lisbon - Instituto Superior Técnico

Licensing Information

CC BY-SA 4.0

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

Contributions

Thanks to araag2 for adding this dataset.