Article

IRIS: Iterative Improvement of Distantly Supervised Named Entity Annotations

2024-08-23

Abstract excerpt

<title>Abstract</title> <p><bold>Background</bold>: Named entity recognition (NER) aims to detect entity mentions from text and classify them into predefined types. It is a fundamental task in information extraction and many other downstream tasks. However, the necessity of extensive human efforts to annotate a large amount of training data imposes restrictions on the state-of-the-art supervised deep learning met...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: dfd6e17b-391b-574f-96b5-77c337ffa5c9
DOI: 10.21203/rs.3.rs-4818136/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

IRIS: Iterative Improvement of Distantly Supervised Named Entity AnnotationsDOI 10.21203/rs.3.rs-4818136/v1Read

Improving dictionary-based named entity recognition with deep learningSemantic proximity Read

Improving Biomedical Named Entity Recognition with Label Re-correction and Knowledge DistillationSemantic proximity Read

Accurate Name Entity Recognition for Biomedical Literatures: A Combined High-quality Manual Annotation and Deep-learning Natural Language Processing StudySemantic proximity Read

LLIMONIIE: Large Language Instructed Model for Open Named Italian Information ExtractionSemantic proximity Read

Europe PMC Annotated Full-text Corpus for Gene/Proteins, Diseases and OrganismsSemantic proximity Read

Improving Information Extraction from Pathology Reports using Named Entity RecognitionSemantic proximity Read

A New Chinese Named Entity Recognition Method for Pig Disease Domain Based on Lexicon Enhanced BERT and Contrastive LearningSemantic proximity Read

BioALBERT: A Simple and Effective Pre-trained Language Model for Biomedical Named Entity RecognitionSemantic proximity Read

Chinese medical named entity recognition of long text based on deep learningSemantic proximity Read

Transfer learning for biomedical named entity recognition with neural networksSemantic proximity Read

Exploring Robustness of Multilingual LLMs on Real-World Noisy DataSemantic proximity Read

High-precision Biomedical Text Corpora for Multi-Entity RecognitionSemantic proximity Read