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Document-level Relation Extraction on DocRED 1.0 (test)

63.89F1

CGM2IR-RoBERTa_large

Updated 4d ago

Evaluation Results

Method	Links
CGM2IR-RoBERTa_large 2022.01		63.89	61.96
ATLOP-RoBERTa_large 2022.01		63.4	61.39
GAIN-BERT_large 2022.01		62.76	60.31
GAIN + SIEF 2022.04		62.29	59.87
CGM2IR-BERT_base 2022.01		62.06	60.24
SIRE-BERT_base 2022.01		62.05	60.18
DocuNet-BERT_base 2022.01		61.86	59.93
DocuNet 2022.04		61.86	59.93
MRN-BERT_base 2022.01		61.74	59.52
SSAN-RoBERTa_large 2022.01		61.42	59.47
DRE-BERT_base 2022.01		61.37	59.15
DRN 2022.04		61.37	59.15
ATLOP-BERT_base 2022.01		61.3	59.31
ATLOP 2022.04		61.3	59.31
GAIN-BERT_base 2022.01		61.24	59
GAIN 2022.04		61.24	59
HeterGSAN + SIEF 2022.04		60.02	57.93
CorefRoBERTa_large 2022.01		59.91	57.68
HeterGSAN-BERT_base 2022.01		59.45	57.12
Reconstructor 2022.04		59.45	57.12
LSR-BERT_base 2022.01		59.05	56.97
LSR 2022.04		59.05	56.97
BERTbase + SIEF 2022.04		58.93	57.87
BERT_large 2022.01		58.69	56.47
HeterGSAN 2022.04		58.54	56.21
SSAN-BERT_base 2022.01		58.16	55.84
GLRE-BERT_base 2022.01		57.4	55.4
CorefBERT_base 2022.01		56.96	54.54
GAIN + SIEF 2022.04		56.75	54.72
GCGCN-BERT_base 2022.01		56.67	54.53
DRN 2022.04		56.33	54.35
BERTbase 2022.04		56.27	53.93
HeterGSAN + SIEF 2022.04		55.85	53.94
GEDA-BERT_base 2022.01		55.74	53.71
HIN-BERT 2020.03		55.6	53.7
HIN-BERT_base 2022.01		55.6	53.7
Reconstructor 2022.04		55.13	53.25
GAIN 2022.04		55.08	52.66
LSR 2022.04		54.18	52.15
BERT-Two-Step 2020.03		53.92	-
Two-Phase 2022.04		53.92	-
HeterGSAN 2022.04		53.52	52.07
HIN-GloVe 2020.03		53.3	51.15
BiLSTM + SIEF 2022.04		53.22	51.03
BERT-RE 2020.03		53.2	-
BERT_base 2022.01		53.2	-
BILSTM-RE 2020.03		51.06	48.78
BiLSTM 2022.04		51.06	48.78
Context-Aware 2020.03		50.7	48.4
LSTM-RE 2020.03		50.07	47.71
CNN-RE 2020.03		42.26	40.33