OpenCodePapers

named-entity-recognition-on-conll

Named Entity Recognition (NER)
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PaperCodeF1ModelNameReleaseDate
SubRegWeigh: Effective and Efficient Annotation Weighing with Subword Regularization✓ Link96.12LUKE + SubRegWeigh (K-means)2024-09-10
LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention✓ Link95.89LUKE（Large）2020-10-02
Learning from Noisy Labels for Entity-Centric Information Extraction✓ Link95.60Noise-robust Co-regularization + LUKE2021-04-17
SubRegWeigh: Effective and Efficient Annotation Weighing with Subword Regularization✓ Link95.45RoBERTa + SubRegWeigh (K-means)2024-09-10
Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning✓ Link94.81CL-KL2021-05-08
CrossWeigh: Training Named Entity Tagger from Imperfect Annotations✓ Link94.28CrossWeigh + Pooled Flair2019-09-03
CrossWeigh: Training Named Entity Tagger from Imperfect Annotations✓ Link94.13Pooled Flair2019-09-03
Learning from Noisy Labels for Entity-Centric Information Extraction✓ Link94.04Noise-robust Co-regularization + BERT-large2021-04-17
Deep contextualized word representations✓ Link93.42BiLSTM-CRF+ELMo2018-02-15
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF✓ Link91.87BiLSTM-CNN-CRF2016-03-04
Neural Architectures for Named Entity Recognition✓ Link91.47LSTM-CRF2016-03-04
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