Data · dataset · 2022
PUBHEALTH
Listed in Hugging Face Datasets
PUBHEALTH is a comprehensive dataset for explainable automated fact-checking of public health claims.
Description
Each instance in the PUBHEALTH dataset has an associated veracity label (true, false, unproven, mixture). Furthermore each instance in the dataset has an explanation text field.
The explanation is a justification for which the claim has been assigned a particular veracity label. The dataset was created to explore fact-checking of difficult to verify claims i.e., those which require expertise from outside of the journalistics domain, in this case biomedical and public health expertise. It was also created in response to the lack of fact-checking datasets which provide gold standard natural language explanations for verdicts/labels.
Read the rest (1 more)
NOTE: There are missing labels in the dataset and we have replaced them with -1.
Links
Where it is published
- Hugging Face dataset page huggingface.co/datasets/ImperialCollegeLondon/health_fact ↗
landing page · from Hugging Face
Documentation and papers
- arXiv:2010.09926 arxiv.org/abs/2010.09926 ↗
publication · from Hugging Face
Catalogue records · 1
- Hub API huggingface.co/api/datasets/ImperialCollegeLondon/health_fact ↗
metadata API · from Hugging Face
Topics
- Stated by source
- text classification
- From keywords
- Computer Science & AI
- Inferred from text
- Text 75%
Provenance · 1 source records, 10 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Hugging Face Datasets | ImperialCollegeLondon/health_fact | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · Hugging Face | connector:huggingface@1.0.0 | /gated |
| concepts[field].local:field:computer-science-ai | mapping · Hugging Face | connector:huggingface@1.0.0 | |
| concepts[modality].local:modality:text | enrichment · Hugging Face | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[task].hf_task:text-classification | source · Hugging Face | connector:huggingface@1.0.0 | /tags[task_categories:*] |
| created_date | source · Hugging Face | connector:huggingface@1.0.0 | |
| description | source · Hugging Face | connector:huggingface@1.0.0 | /description |
| license | source · Hugging Face | connector:huggingface@1.0.0 | /tags[license:*] |
| publication_date | source · Hugging Face | connector:huggingface@1.0.0 | |
| title | source · Hugging Face | connector:huggingface@1.0.0 | /id |
| updated_date | source · Hugging Face | connector:huggingface@1.0.0 |