nlp:named_entity_recognition

Table of Contents

Named Entity Recognition

Named Entity Recognition

General NER Papers

Lample et al 2016 - Neural Architectures for Named Entity Recognition
Yamada et al 2020 - LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention Sota on CoNLL-2003
Reiss et al 2020 - Identifying Incorrect Labels in the CoNLL-2003 Corpus Corrected Dataset

Low-Resource NER

Cotterell & Duh 2017 - Low-Resource Named Entity Recognition with Cross-Lingual, Character-Level Neural Conditional Random Fields
Kejriwal & Szekely 2017 - Information Extraction in Illicit Web Domains
Rijhwani et al 2020 - Soft Gazetteers for Low-Resource Named Entity Recognition Might be a candidate for using in Athena
Yu et al 2021 - A Robust and Domain-Adaptive Approach for Low-Resource Named Entity Recognition
Mohan et al 2021 - Low Resource Recognition and Linking of Biomedical Concepts from a Large Ontology
Recent papers: https://paperswithcode.com/task/low-resource-named-entity-recognition

Distant Supervision, etc

NER in Dialog

Metrics

Sang et al 2003 - Introduction to the CoNLL-2003 Shared Task: Language-Independent Named Entity Recognition Gives the metric used in CoNLL-2003
Andrade et al 2023 - Comparative evaluation of boundary-relaxed annotation for Entity Linking performance Gives an overview of prior work on boundary-relaxed matching metrics

Software

Athena's NER and EL software github (private)
Yang & Zhang 2018 - NCRF++: An Open-source Neural Sequence Labeling Toolkit https://github.com/jiesutd/NCRFpp Adwait says it's easy to add gazetteer features to this software

Related Pages

Information Extraction

nlp/named_entity_recognition.txt · Last modified: 2024/07/12 18:53 by jmflanig