Table · dataset · 2022
BioASQ, PUBMED
Listed in Hugging Face Datasets
This dataset consists of a approx 50k collection of research articles from PubMed repository.
Description
Originally these documents are manually annotated by Biomedical Experts with their MeSH labels and each articles are described in terms of 10-15 MeSH labels. In this Dataset we have huge numbers of labels present as a MeSH major which is raising the issue of extremely large output space and severe label sparsity issues.
To solve this Issue Dataset has been Processed and mapped to its root as Described… See the full description on the dataset page: huggingface.co/datasets/owaiskha9654/PubMed_MultiLabel_Text_Classification_Dataset_MeSH.
Links
Where it is published
- Hugging Face dataset page huggingface.co/datasets/owaiskha9654/PubMed_MultiLabel_Text_Classification_Da… ↗
landing page · from Hugging Face
Catalogue records · 1
- Hub API huggingface.co/api/datasets/owaiskha9654/PubMed_MultiLabel_Text_Classificatio… ↗
metadata API · from Hugging Face
Topics
- Stated by source
- tabular · text · text classification
- From keywords
- Computer Science & AI
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Hugging Face Datasets | owaiskha9654/PubMed_MultiLabel_Text_Classification_Dataset_MeSH | 13 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].hf_modality:tabular | source · Hugging Face | connector:huggingface@1.0.0 | |
| concepts[modality].hf_modality:text | source · Hugging Face | connector:huggingface@1.0.0 | |
| 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_text | source · Hugging Face | connector:huggingface@1.0.0 | |
| 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 |