A Multi-Task Approach for Improving Biomedical Named Entity Recognition by Incorporating Multi-Granularity information
Code (1)
Tasks
named-entity-recognitionNamed Entity RecognitionNamed Entity Recognition (NER)Similar Papers 제목 키워드 기반
BERN2: an advanced neural biomedical named entity recognition and normalization tool
In biomedical natural language processing, named entity recognition (NER) and named entity normalization (NEN) are key tasks that enable the automatic extraction of biomedical entities (e.g. diseases and drugs) from the …
graph constructionnamed-entity-recognitionNamed Entity RecognitionNamed Entity Recognition (NER)+1Analyzing the Effect of Multi-task Learning for Biomedical Named Entity Recognition
Developing high-performing systems for detecting biomedical named entities has major implications. State-of-the-art deep-learning based solutions for entity recognition often require large annotated datasets, which is no…
Multi-Task Learningnamed-entity-recognitionNamed Entity RecognitionNamed Entity Recognition (NER)+1Effective Multi-Task Learning for Biomedical Named Entity Recognition
Biomedical Named Entity Recognition presents significant challenges due to the complexity of biomedical terminology and inconsistencies in annotation across datasets. This paper introduces SRU-NER (Slot-based Recurrent U…
Domain GeneralizationMulti-Task LearningA Neural Named Entity Recognition and Multi-Type Normalization Tool for Biomedical Text Mining
The amount of biomedical literature is vast and growing quickly, and accurate text mining techniques could help researchers to efficiently extract useful information from the literature. However, existing named entity re…
ArticlesInformation Retrievalnamed-entity-recognitionNamed Entity Recognition+3In-domain Context-aware Token Embeddings Improve Biomedical Named Entity Recognition
Rapidly expanding volume of publications in the biomedical domain makes it increasingly difficult for a timely evaluation of the latest literature. That, along with a push for automated evaluation of clinical reports, pr…
Language ModelingLanguage Modellingnamed-entity-recognitionNamed Entity Recognition+5