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SOTA
Part-Of-Speech Tagging
Part Of Speech Tagging On Penn Treebank
Part Of Speech Tagging On Penn Treebank
Results
Performance results of various models on this benchmark
Columns
Model Name
Paper Title
SALE
Sequential Alignment Methods for Ensemble Part-of-Speech Tagging
Yang et al.
Transfer Learning for Sequence Tagging with Hierarchical Recurrent Networks
LM-LSTM-CRF
Empower Sequence Labeling with Task-Aware Neural Language Model
Meta BiLSTM
Morphosyntactic Tagging with a Meta-BiLSTM Model over Context Sensitive Token Encodings
Feed Forward
-
CVT + Multi-task
Semi-Supervised Sequence Modeling with Cross-View Training
Flair embeddings
Contextual String Embeddings for Sequence Labeling
Adversarial Bi-LSTM
Robust Multilingual Part-of-Speech Tagging via Adversarial Training
BiLSTM-LAN
Hierarchically-Refined Label Attention Network for Sequence Labeling
IntNet + BiLSTM-CRF
Learning Better Internal Structure of Words for Sequence Labeling
Bi-LSTM + LMcost
Semi-supervised Multitask Learning for Sequence Labeling
Char Bi-LSTM
Finding Function in Form: Compositional Character Models for Open Vocabulary Word Representation
Bi-LSTM
Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss
SALE-BART encoder
Sequence Alignment Ensemble with a Single Neural Network for Sequence Labeling
NCRF++
NCRF++: An Open-source Neural Sequence Labeling Toolkit
SpanRel
Generalizing Natural Language Analysis through Span-relation Representations
S-LSTM
Sentence-State LSTM for Text Representation
Bi-LSTM
Finding Function in Form: Compositional Character Models for Open Vocabulary Word Representation
Bi-LSTM + charattn
Attending to Characters in Neural Sequence Labeling Models
BLSTM-CNN-CRF
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF
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Part Of Speech Tagging On Penn Treebank | SOTA | HyperAI