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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

Catalogue records · 1

Topics

Stated by source
text · token classification
Inferred from text
Artificial intelligence 70%
Provenance · 1 source records, 11 field assertions
SourceKeyLast seenRaw
Hugging Face Datasetschintagunta85/bc2gm_test12 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · Hugging Faceconnector:huggingface@1.0.0/gated
concepts[field].anzsrc:group:4602enrichment · Hugging Facetaxonomy-embedding@1.1.0title+keywords+description (70%)
concepts[field].local:field:computer-science-aimapping · Hugging Faceconnector:huggingface@1.0.0
concepts[modality].hf_modality:textsource · Hugging Faceconnector:huggingface@1.0.0
concepts[task].hf_task:token-classificationsource · Hugging Faceconnector:huggingface@1.0.0/tags[task_categories:*]
created_datesource · Hugging Faceconnector:huggingface@1.0.0
descriptionsource · Hugging Faceconnector:huggingface@1.0.0/description
license_textsource · Hugging Faceconnector:huggingface@1.0.0
publication_datesource · Hugging Faceconnector:huggingface@1.0.0
titlesource · Hugging Faceconnector:huggingface@1.0.0/id
updated_datesource · Hugging Faceconnector:huggingface@1.0.0