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Relation Extraction on DocRED human-annotated (test)

59.5Micro F1FineCL
18.31629.00839.750.392May 25, 2022
Updated 8mo ago

Evaluation results

MethodLinks
FineCLTraining Data Size=100%2022.0559.557.1
ERICA_RoBERTaTraining Data Size=100%2022.0559.156.9
WCL_RoBERTaTraining Data Size=100%2022.0558.556.2
RoBERTaTraining Data Size=100%2022.0558.255.9
ERICA_BERTTraining Data Size=100%2022.0557.455.2
SpanBERT*Training Data Size=100%2022.0557.355
CorefBERT*Training Data Size=100%2022.055754.5
MTB*Training Data Size=100%2022.0556.954.3
ERNIE*Training Data Size=100%2022.0556.654.2
BERTTraining Data Size=100%2022.0556.654.4
HINBERT*Training Data Size=100%2022.0555.653.7
CP*Training Data Size=100%2022.0555.252.7
BiLSTM*Training Data Size=100%2022.0551.150.3
FineCLTraining Data Size=10%2022.0550.348.3
ERICA_RoBERTaTraining Data Size=10%2022.0550.148.1
WCL_RoBERTaTraining Data Size=10%2022.0549.447.5
ERICA_BERTTraining Data Size=10%2022.0548.546.4
RoBERTaTraining Data Size=10%2022.0547.645.7
ERNIE*Training Data Size=10%2022.0546.744.2
SpanBERT*Training Data Size=10%2022.0546.444.5
MTB*Training Data Size=10%2022.0546.144.1
CorefBERT*Training Data Size=10%2022.054643.7
BERTTraining Data Size=10%2022.0545.243.1
CP*Training Data Size=10%2022.0544.842.6
CNN*Training Data Size=100%2022.0542.340.3
FineCLTraining Data Size=1%2022.0533.231.2
CorefBERT*Training Data Size=1%2022.0532.831.2
SpanBERT*Training Data Size=1%2022.0532.230.4
CP*Training Data Size=1%2022.0530.328.7
ERICA_RoBERTaTraining Data Size=1%2022.053028.2
RoBERTaTraining Data Size=1%2022.0529.627.9
MTB*Training Data Size=1%2022.052927.6
ERNIE*Training Data Size=1%2022.0526.725.5
ERICA_BERTTraining Data Size=1%2022.0522.921.7
WCL_RoBERTaTraining Data Size=1%2022.0522.320.8
BERTTraining Data Size=1%2022.0519.918.8