OpenCodePapers

part-of-speech-tagging-on-penn-treebank

Part-Of-Speech Tagging
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PaperCodeAccuracyModelNameReleaseDate
Sequence Alignment Ensemble with a Single Neural Network for Sequence Labeling98.15SALE-BART encoder2022-07-07
Morphosyntactic Tagging with a Meta-BiLSTM Model over Context Sensitive Token Encodings✓ Link97.96Meta BiLSTM2018-05-21
Contextual String Embeddings for Sequence Labeling✓ Link97.85Flair embeddings2018-08-01
Finding Function in Form: Compositional Character Models for Open Vocabulary Word Representation✓ Link97.78Char Bi-LSTM2015-08-09
Semi-Supervised Sequence Modeling with Cross-View Training✓ Link97.76CVT + Multi-task2018-09-22
Generalizing Natural Language Analysis through Span-relation Representations✓ Link97.7SpanRel2019-11-10
Hierarchically-Refined Label Attention Network for Sequence Labeling✓ Link97.65BiLSTM-LAN2019-08-23
Robust Multilingual Part-of-Speech Tagging via Adversarial Training✓ Link97.59Adversarial Bi-LSTM2017-11-14
Learning Better Internal Structure of Words for Sequence Labeling97.58IntNet + BiLSTM-CRF2018-10-29
Transfer Learning for Sequence Tagging with Hierarchical Recurrent Networks✓ Link97.55Yang et al.2017-03-18
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF✓ Link97.55BLSTM-CNN-CRF2016-03-04
Sentence-State LSTM for Text Representation✓ Link97.55S-LSTM2018-05-07
Empower Sequence Labeling with Task-Aware Neural Language Model✓ Link97.53LM-LSTM-CRF2017-09-13
NCRF++: An Open-source Neural Sequence Labeling Toolkit✓ Link97.49NCRF++2018-06-14
Semi-supervised Multitask Learning for Sequence Labeling✓ Link97.43Bi-LSTM + LMcost2017-04-24
Supertagging With LSTMs97.4Feed Forward2016-06-01
Finding Function in Form: Compositional Character Models for Open Vocabulary Word Representation✓ Link97.36Bi-LSTM2015-08-09
Attending to Characters in Neural Sequence Labeling Models97.27Bi-LSTM + charattn2016-11-14
Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss✓ Link97.22Bi-LSTM2016-04-19
Sequential Alignment Methods for Ensemble Part-of-Speech Tagging✓ LinkSALE2022-03-23
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