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nlp:named_entity_recognition

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nlp:named_entity_recognition [2021/02/13 02:59] – created jmflanignlp:named_entity_recognition [2024/07/12 18:53] (current) – [Metrics] jmflanig
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 ====== Named Entity Recognition ====== ====== Named Entity Recognition ======
 +
 +===== General NER Papers =====
 +  * [[https://arxiv.org/pdf/1603.01360.pdf|Lample et al 2016 - Neural Architectures for Named Entity Recognition]]
 +  * [[https://www.aclweb.org/anthology/2020.emnlp-main.523.pdf|Yamada et al 2020 - LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention]] Sota on CoNLL-2003
 +  * [[https://www.aclweb.org/anthology/2020.conll-1.16.pdf|Reiss et al 2020 - Identifying Incorrect Labels in the CoNLL-2003 Corpus]] [[https://github.com/CODAIT/Identifying-Incorrect-Labels-In-CoNLL-2003|Corrected Dataset]]
  
 ===== Low-Resource NER ===== ===== Low-Resource NER =====
   * [[https://www.aclweb.org/anthology/I17-2016.pdf|Cotterell & Duh 2017 - Low-Resource Named Entity Recognition with Cross-Lingual, Character-Level Neural Conditional Random Fields]]   * [[https://www.aclweb.org/anthology/I17-2016.pdf|Cotterell & Duh 2017 - Low-Resource Named Entity Recognition with Cross-Lingual, Character-Level Neural Conditional Random Fields]]
 +  * [[https://dl.acm.org/doi/pdf/10.1145/3038912.3052642?casa_token=9wgo8-MEihgAAAAA:Y_rfIt47wu8aD4s9o98ziOrFtii153gj2ScUMQH1VF_iIqpHUAT4fDlfjo7mTl59OHbnOUtga7I|Kejriwal & Szekely 2017 - Information Extraction in Illicit Web Domains]]
   * [[https://www.aclweb.org/anthology/2020.acl-main.722.pdf|Rijhwani et al 2020 - Soft Gazetteers for Low-Resource Named Entity Recognition]] Might be a candidate for using in Athena   * [[https://www.aclweb.org/anthology/2020.acl-main.722.pdf|Rijhwani et al 2020 - Soft Gazetteers for Low-Resource Named Entity Recognition]] Might be a candidate for using in Athena
   * [[https://arxiv.org/pdf/2101.00388.pdf|Yu et al 2021 - A Robust and Domain-Adaptive Approach for Low-Resource Named Entity Recognition]]   * [[https://arxiv.org/pdf/2101.00388.pdf|Yu et al 2021 - A Robust and Domain-Adaptive Approach for Low-Resource Named Entity Recognition]]
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   * [[https://www.aclweb.org/anthology/D18-1126.pdf|Mueller & Durrett 2018 - Effective Use of Context in Noisy Entity Linking]]   * [[https://www.aclweb.org/anthology/D18-1126.pdf|Mueller & Durrett 2018 - Effective Use of Context in Noisy Entity Linking]]
   * [[https://arxiv.org/pdf/2005.14408.pdf|Muralidharan et al 2020 - Noise Robust Named Entity Understanding for Voice Assistants]]   * [[https://arxiv.org/pdf/2005.14408.pdf|Muralidharan et al 2020 - Noise Robust Named Entity Understanding for Voice Assistants]]
 +
 +===== Metrics =====
 +  * [[https://aclanthology.org/W03-0419.pdf|Sang et al 2003 - Introduction to the CoNLL-2003 Shared Task: Language-Independent Named Entity Recognition]] Gives the metric used in CoNLL-2003
 +  * [[https://aclanthology.org/2023.acl-long.458.pdf|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 ===== ===== Software =====
   * Athena's NER and EL software [[https://github.com/wenzi3241/ner_el|github]] (private)   * Athena's NER and EL software [[https://github.com/wenzi3241/ner_el|github]] (private)
   * [[https://arxiv.org/pdf/1806.05626.pdf|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   * [[https://arxiv.org/pdf/1806.05626.pdf|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.1613185142.txt.gz · Last modified: 2023/06/15 07:36 (external edit)
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