Dependency-Guided LSTM-CRF for Named Entity Recognition

IJCNLP 2019 Zhanming JieWei Lu

Dependency tree structures capture long-distance and syntactic relationships between words in a sentence. The syntactic relations (e.g., nominal subject, object) can potentially infer the existence of certain named entities... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Named Entity Recognition Ontonotes v5 (English) DGLSTM-CRF F1 89.88 # 4
Named Entity Recognition ontontoes chinese v5 DGLSTM-CRF F1 79.92 # 1