Text · dataset · 2022
Bc2GmCorpus
Listed in Hugging Face Datasets
Nineteen teams presented results for the Gene Mention Task at the BioCreative II Workshop.
Description
In this task participants designed systems to identify substrings in sentences corresponding to gene name mentions. A variety of different methods were used and the results varied with a highest achieved F1 score of 0.8721.
Here we present brief descriptions of all the methods used and a statistical analysis of the results. We also demonstrate that, by combining the results from all submissions, an F score of 0.9066 is feasible, and furthermore that the best result makes use of the lowest scoring submissions. For more details, see: ncbi.nlm.nih.gov/pmc/articles/PMC2559986/ The original dataset can be downloaded from: biocreative.bioinformatics.udel.edu/resources/corpora/biocreative-ii-corpus/ This dataset has been converted to CoNLL format for NER using the following tool: github.com/spyysalo/standoff2conll
Links
Where it is published
- Hugging Face dataset page huggingface.co/datasets/chintagunta85/bc2gm_test ↗
landing page · from Hugging Face
Catalogue records · 1
- Hub API huggingface.co/api/datasets/chintagunta85/bc2gm_test ↗
metadata API · from Hugging Face
Topics
- Stated by source
- text · token classification
- From keywords
- Computer Science & AI
- Inferred from text
- Artificial intelligence 70%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Hugging Face Datasets | chintagunta85/bc2gm_test | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · Hugging Face | connector:huggingface@1.0.0 | /gated |
| concepts[field].anzsrc:group:4602 | enrichment · Hugging Face | taxonomy-embedding@1.1.0 | title+keywords+description (70%) |
| concepts[field].local:field:computer-science-ai | mapping · Hugging Face | connector:huggingface@1.0.0 | |
| concepts[modality].hf_modality:text | source · Hugging Face | connector:huggingface@1.0.0 | |
| concepts[task].hf_task:token-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 |