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Topic 03: Named Entity Recognition, Entity Extraction and Entity Typing

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Sherry Lin edited this page Oct 18, 2020 · 6 revisions

Surveys

  1. Named Entity extraction for Knowledge Graphs: A Literature Overview (IEEE Access 2019)
  2. A survey of named entity recognition and classification [Paper]
  3. A Survey on Deep Learning for Named Entity Recognition (TKDE 2018) [Paper] 🌟

General NER

  1. Knowledge Vault: A Web-Scale Approach to Probabilistic Knowledge Fusion [Knowledge Vault, KDD 2014] 🌟
  2. ClusType: Effective Entity Recognition and Typing by Relation Phrase-Based Clustering [ClusType, KDD2015] (Also Relation Clustering) coarse grained entity typing 🌟
  3. Named entity recognition with document-specific KB tag gazetteers (EMNLP 2015)
  4. No Noun Phrase Left Behind: Detecting and Typing Unlinkable Entities [EMNLP-CoNLL 2012][Paper]
  5. TextCube: Automated Construction and Multidimensional Exploration (VLDB 2019) 🌟
  6. Human-in-the-loop ML Systems for Entity Extraction (KDD 2019), regex+DL, weak label+active learning 🌟
  7. Automated phrase mining from massive text corpora (TKDE 2018) 🌟
  8. Predicting Named Entity Location Using Twitter (ICDE 2018) [PDF] prediction of the entity city-level location 🌟
  9. How to Invest my Time: Lessons from HITL Entity Extraction [Presentation, applied science track] (KDD 2019) 🌟
  10. BOND: Bert-Assisted Open-Domain Named Entity Recognition with Distant Supervision (KDD 2020) 🌟
  11. Adversarial Transfer for Named Entity Boundary Detection with Pointer Networks (IJCAI 2019) [PDF]

Fine-grained NER or Entity Typing

  1. Label Noise Reduction in Entity Typing by Heterogeneous Partial-Label Embedding (PLE, KDD 2016) fine-grained entity typing
  2. AFET: Automatic Fine-Grained Entity Typing byHierarchical Partial-Label Embedding (AFET, EMNLP 2016) fine-grained entity typing
  3. Neural Joint Learning for Classifying Wikipedia Articles into Fine-Grained Named Entity Types (PACLIC, 2016)
  4. Fine-Grained Named Entity Recognition using ELMo and Wikidata (2019) [Paper]

Domain Specific NER

  1. A Hybrid Generative/Discriminative Model for Rapid Prototyping of Domain-Specific Named Entity Recognition (2019)
  2. Learning Named Entity Tagger using Domain-Specific Dictionary (EMNLP 2018) [Paper] [Notes] [Code]

Nested NER

  1. Nested Named Entity Recognition Revisited (NAACL-HLT 2018)
  2. A Neural Layered Model for Nested Named Entity Recognition (NAACL-HLT 2018) [Code]
  3. Nested Named Entity Recognition (Stanford)
  4. NNE: A Dataset for Nested Named Entity Recognition in English Newswire (ACL 2019)
  5. Nested Named Entity Recognition via Second-best Sequence Learning and Decoding [Paper]

Projects

  1. https://github.com/kamalkraj/BERT-NER, coarse-grained
  2. https://github.com/conv1d/bert-fine-grained-ner, fine-grained
  3. https://github.com/CLUEbenchmark/CLUENER2020, fine-grained
  4. https://github.com/sigamani/ner, fine-grained, Chinese
  5. https://github.com/xiaoling/figer, fine-grained
  6. https://github.com/elenanereiss/Legal-Entity-Recognition, fine-grained

Tutorials

  1. https://cs230.stanford.edu/blog/namedentity/
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