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Relation Extraction on DocRED (dev)

65.69F1 Score

SSAN_Biaffine

Updated 3d ago

Evaluation Results

Method
SSAN_Biaffine 2021.02	65.69	63.76	-	-
SAIS 2021.09	65.17	62.23	-	-
EIDER 2021.06	64.27	62.34	70.36	56.53
Eider 2021.09	64.27	62.34	-	-
DocuNet 2021.09	64.12	62.23	-	-
EIDER 2021.06	63.91	61.73	69.99	56.27
ATLOP 2021.09	63.18	61.32	-	-
ATLOP-RoBERTa 2021.06	63.15	61.3	69.61	55.01
GAIN-BERT 2021.06	63.09	60.87	-	-
CorefDRE 2022.02	63.06	60.85	-	-
SAIS 2021.09	62.96	59.98	-	-
E2GRE-RoBERTa 2021.06	62.91	59.55	-	-
EIDER 2021.06	62.48	60.51	68.47	55.21
Eider 2021.09	62.48	60.51	-	-
EIDER 2021.06	62.34	60.36	68.4	54.79
SSAN_Biaffine 2021.02	62.08	60.25	-	-
SSAN 2021.09	62.08	60.25	-	-
DocuNet-BERT_base 2022.02	61.83	59.86	-	-
DocuNet 2021.09	61.83	59.86	-	-
SIRE 2021.09	61.6	59.82	-	-
SSAN_Decomp 2021.02	61.5	59.54	-	-
DRN 2021.09	61.39	59.33	-	-
GAIN 2022.02	61.22	59.15	-	-
GAIN-BERT 2021.06	61.22	59.14	67.1	53.9
GAIN 2021.09	61.22	59.14	-	-
SSAN_Biaffine 2021.02	61.09	59.12	-	-
ATLOP 2021.09	61.09	59.22	-	-
ATLOP-BERT 2021.06	61.01	59.11	67.26	53.2
SSAN_Biaffine 2021.02	60.89	58.83	-	-
ROBERTa Large Baseline 2021.02	60.58	58.45	-	-
SSAN_Decomp 2021.02	60.36	58.42	-	-
SSAN_Decomp 2021.02	60.22	58.29	-	-
BERT Large Baseline 2021.02	60.18	58.11	-	-
Reconstruct-BERT 2021.06	60.18	58.13	-	-
HeterGSAN 2021.09	60.18	58.13	-	-
CorefROBERTa 2021.02	59.93	57.84	-	-
ROBERTa Base Baseline 2021.02	59.52	57.47	-	-
CorefRoBERTa 2020.04	59.43	57.35	-	-
CorefRoBERTa 2021.06	59.43	57.35	-	-
RoBERTa 2020.04	59.4	57.19	-	-
RoBERTa 2021.09	59.4	57.19	-	-
RoBERTa 2021.06	59.22	57.14	-	-
SSAN_Biaffine 2021.02	59.19	57.03	-	-
SSAN 2021.09	59.19	57.03	-	-
CorefBERT 2020.04	59.01	56.82	-	-
BERT+LSR 2021.02	59	52.43	-	-
LSR-BERT 2021.06	59	52.43	65.26	52.05
SSAN_Decomp 2021.02	58.95	56.68	-	-
CorefBERT Large 2021.02	58.88	56.73	-	-
E2GRE-BERT 2021.06	58.72	55.22	-	-
E2GRE 2021.09	58.72	55.22	-	-
BERT 2020.04	58.7	56.51	-	-
BERT Base Baseline 2021.02	58.6	56.29	-	-
CorefBERT 2020.04	57.51	55.32	-	-
CorefBERT Base 2021.02	57.51	55.32	-	-
CorefBERT_base 2022.02	57.51	55.32	-	-
CorefBERT 2021.06	57.51	55.32	-	-
GLRE 2020.09	57.4	55.4	-	-
CorefDRE 2022.02	57.33	55.01	-	-
BERT 2020.04	56.77	54.63	-	-
Paths+BiLSTM 2021.06	56.54	-	62.73	49.11
HinBERT 2020.04	56.31	54.29	-	-
HINBERT 2021.02	56.31	54.29	-	-
HIN-BERT 2021.06	56.31	54.29	-	-
Tang et al. 2020.09	55.6	53.7	-	-
Wang et al. 2020.09	55.4	53.1	-	-
GAIN-Glove 2021.06	55.29	-	61.67	48.77
GAIN 2022.02	55.29	53.03	-	-
GloVe+LSR 2021.02	55.17	48.82	-	-
LSR-Glove 2021.06	55.17	-	60.83	48.35
BERT-TS 2020.04	54.42	-	-	-
BERT Two-Phase 2021.02	54.42	-	-	-
BERT-Two-Step 2021.06	54.42	-	61.8	47.28
BERT_base 2022.02	54.16	-	-	-
BERT 2021.06	54.16	-	61.61	47.15
BERT 2021.09	54.16	-	-	-
HIN-Glove 2021.06	52.95	-	60.83	48.35
AGGCN 2021.06	52.47	-	58.76	45.45
EoG* 2021.02	52.15	45.94	-	-
EoG 2021.06	52.15	-	58.8	44.6
Zhang et al. 2020.09	52.1	49.9	-	-
GCNN 2021.06	51.52	-	57.78	44.11
GAT 2021.06	51.44	-	58.14	43.94
Yao et al. (BiLSTM) 2020.09	51.1	48.8	-	-
ContextAware 2020.04	51.09	48.94	-	-
ContexAware 2021.02	51.09	48.94	-	-
ConText-Aware 2022.02	51.09	48.94	-	-
BiLSTM 2020.04	50.94	48.87	-	-
BILSTM 2021.06	50.94	-	57.05	43.49
BiLSTM 2022.02	50.94	48.87	-	-
Christopoulou et al. 2020.09	50.9	49.1	-	-
Yao et al. (Context-aware) 2020.09	50.7	48.4	-	-
LSTM 2020.04	50.68	48.44	-	-
Yao et al. (LSTM) 2020.09	50.1	47.7	-	-
CNN 2020.04	43.45	41.58	-	-
CNN 2021.06	43.45	-	51.87	37.58
CNN 2022.02	43.45	41.58	-	-
Yao et al. (CNN) 2020.09	42.3	40.3	-	-