Scibert_scivocab_cased_ner_jnlpba

fran-martinez

scibert_scivocab_cased_ner_jnlpba

The scibert_scivocab_cased_ner_jnlpba model is a token classification model trained on the JNLPBA dataset. It is based on the SciBERT model and is designed to extract named entities from scientific text. Token classification involves assigning labels to individual tokens in a sequence, in this case, the labels are the named entity types such as gene, protein, cell line, DNA sequence, etc. This model can be used to automatically identify and extract important information from scientific texts.

Use cases

The scibert_scivocab_cased_ner_jnlpba model has several potential use cases for a technical audience. One use case is in biomedical research, where it can assist researchers in quickly identifying and extracting important information from scientific literature, such as protein names, gene names, or DNA sequences. This can save researchers valuable time in manually searching for and extracting this information. Another use case is in natural language processing (NLP) applications in the healthcare field. The model can be used to analyze electronic health records (EHRs) and extract relevant medical information, such as disease names, drug names, or symptoms, which can then be used for various tasks like diagnosis prediction or pharmacovigilance. Additionally, the model can be integrated into text mining and information extraction pipelines, helping automate the process of extracting structured data from unstructured scientific text. Product or practical applications of this model could include a text mining tool for scientific papers that automatically identifies and tags named entities, a biomedical search engine that allows users to search for specific types of entities within scientific articles, or a clinical decision support system that analyzes EHRs and provides real-time insights.

token-classification

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Overview

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Creatorfran-martinez
Model NameScibert_scivocab_cased_ner_jnlpba
Description
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Tagstoken-classification
Model LinkView on HuggingFace
API SpecView on HuggingFace
Github LinkNo Github link provided
Paper LinkNo paper link provided

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Runs50,785
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Cost per Run$-
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