SynDepAT learns to transfer syntactic dependency knowledge across domains. Additionally, Introducing a Span-Relation (SpanRel) approach based on universal dependency transfer, which can be easily extended to a wide range of natural language analysis tasks.
Python 3.7
Pytorch 1.4.0
Transformers 3.3.1
Model | Dataset | Pretrained Model | P | R | F1 |
---|---|---|---|---|---|
ELECTRA-base-Syn-LSTM-CRF | Chinese-XXX-NER | chinese-electra-180g-base-discriminator | - | - | - |
ELECTRA-base-Syn-LSTM-Span | chinese-XXX-NER | chinese-electra-180g-base-discriminator | - | - | - |
ELECTRA-base-Syn-LSTM-Span | chinese-XXX-NER | chinese-electra-180g-base-discriminator | - | - | - |
ELECTRA-base-Syn-LSTM-Span | chinese-XXX-NER | chinese-electra-180g-base-discriminator | - | - | - |
ELECTRA-base-Syn-LSTM-Span | chinese-XXX-NER | chinese-electra-180g-base-discriminator | - | - | - |
Model | Dataset | Pretrained Model | P | R | F1 |
---|---|---|---|---|---|
RoBERTa-base-Syn-LSTM-CRF | English-Conll2003-NER | RoBERTa-base | - | - | 92.22 |
RoBERTa-base-Syn-LSTM-Span | English-XXX-NER | RoBERTa-base | - | - | - |
RoBERTa-base-Syn-LSTM-Span | chinese-XXX-NER | RoBERTa-base | - | - | - |
RoBERTa-base-Syn-LSTM-Span | chinese-XXX-NER | RoBERTa-base | - | - | - |
RoBERTa-base-Syn-LSTM-Span | chinese-XXX-NER | RoBERTa-base | - | - | - |