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Relation Extraction on DialogRE 1.0 (dev)

68.3F1 ScoreDual
37.72445.66253.661.538Apr 17, 2020Jun 22, 2020Aug 28, 2020Nov 2, 2020Jan 8, 2021Mar 15, 2021May 21, 2021

Evaluation results

MethodLinks
Dualencoding=separate semantic structure encoding2021.0568.362.2
Hierencoding=semantic information in AMR2021.0568.262.2
BERTcdescription=baseline with argument representations2021.0566.860.9
BERTsmodel_type=uncased base, modification=speaker-aware, batch_size=24, learning_rate=3e-5, epochs=202020.046357.3
BERTsspeaker_information=special tokens2021.056357.3
BERTmodel_type=uncased base, batch_size=24, learning_rate=3e-5, epochs=202020.0460.655.4
BERTbaseline=Yu et al. (2020)2021.0560.655.4
DHGAT2021.0557.752.7
BiLSTMembeddings=GloVe, features=mention embeddings, type embeddings2020.0448.144.3
LSTMembeddings=GloVe, features=mention embeddings, type embeddings2020.0446.744.2
AGGCN2021.0546.640.5
CNNembeddings=GloVe, features=mention embeddings, type embeddings2020.0446.143.7
LSR2021.0544.5—
Majority2020.0438.938.7