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Relation Extraction on DocRED (test)

65.92F1 Score

SSAN_Biaffine

Updated 3d ago

Evaluation Results

Method
SSAN_Biaffine 2021.02	65.92	63.78	-	-
SAIS 2021.09	65.11	63.44	-	-
EIDER 2021.06	64.79	62.85	-	-
Eider 2021.09	64.79	62.85	-	-
DocuNet 2021.09	64.55	62.39	-	-
EIDER 2021.06	64.12	61.93	-	-
ROBERTa-ATLOP_LARGE 2020.10	63.4	61.39	-	-
ATLOP-RoBERTa 2021.06	63.4	61.39	-	-
ATLOP 2021.09	63.4	61.39	-	-
SAIS 2021.09	62.77	60.96	-	-
GAIN-BERT 2021.06	62.76	60.31	-	-
E2GRE-RoBERTa 2021.06	62.51	60.29	-	-
E2GRE 2021.09	62.5	60.3	-	-
EIDER 2021.06	62.47	60.42	-	-
Eider 2021.09	62.47	60.42	-	-
EIDER 2021.06	62.21	60.23	-	-
SIRE 2021.09	62.05	60.18	-	-
DocuNet-BERT_base 2022.02	61.86	59.93	-	-
DocuNet 2021.09	61.86	59.93	-	-
SSAN_Biaffine 2021.02	61.42	59.47	-	-
SSAN 2021.09	61.42	59.47	-	-
ATLOP + KIRE 2022.07	61.39	59.35	-	-
DRN 2021.09	61.37	59.15	-	-
BERT-ATLOP_BASE 2020.10	61.3	59.31	-	-
ATLOP-BERT 2021.06	61.3	59.31	-	-
ATLOP 2021.09	61.3	59.31	-	-
SSAN_Decomp 2021.02	61.24	59.11	-	-
GAIN-BERT 2021.06	61.24	59	-	-
GAIN 2021.09	61.24	59	-	-
CorefDRE 2022.02	60.82	60.78	-	-
SSAN_Biaffine 2021.02	60.81	58.76	-	-
ROBERTa Large Baseline 2021.02	60.54	58.43	-	-
ATLOP 2022.07	60.44	58.32	-	-
JEREX (MRC) 2021.02	60.4	58.44	-	-
CorefRoBERTa 2020.04	60.25	57.9	-	-
CorefROBERTa_LARGE 2020.10	60.25	57.9	-	-
CorefRo 2021.02	60.25	57.9	-	-
CorefRoBERTa 2021.06	60.25	57.9	-	-
RoBERTa 2020.04	60.06	57.74	-	-
RoBERTa 2021.09	60.06	57.74	-	-
BERT Large Baseline 2021.02	60.03	57.91	-	-
SSAN_Decomp 2021.02	60.01	57.97	-	-
SSAN_Biaffine 2021.02	59.94	57.71	-	-
CorefROBERTa 2021.02	59.91	57.68	-	-
SSAN_Decomp 2021.02	59.75	57.72	-	-
RoBERTa 2021.06	59.62	57.51	-	-
ROBERTa Base Baseline 2021.02	59.48	57.27	-	-
Reconstruct-BERT 2021.06	59.45	57.12	-	-
HeterGSAN 2021.09	59.45	57.12	-	-
BERT-LSR 2020.10	59.05	56.97	-	-
BERT+LSR 2021.02	59.05	56.97	-	-
LSR 2021.02	59.05	56.97	-	-
GAIN 2022.02	59.05	59	-	-
LSR-BERT 2021.06	59.05	56.97	-	-
GLRE 2020.09	58.9	56.7	-	-
CorefBERT 2020.04	58.83	56.4	-	-
CorefBERT Large 2021.02	58.7	56.48	-	-
SSAN + KIRE 2022.07	58.65	56.31	-	-
GLRE + KIRE 2022.07	58.49	56.54	-	-
SSAN_Decomp 2021.02	58.41	56.06	-	-
SSAN 2021.09	58.41	56.06	-	-
SSAN 2022.07	58.41	56.06	-	-
BERT 2020.04	58.31	56.01	-	-
SSAN_Biaffine 2021.02	58.16	55.84	-	-
BERT Base Baseline 2021.02	57.54	55.08	-	-
GLRE-BERT 2021.06	57.4	55.4	-	-
GLRE 2022.07	57.4	55.4	-	-
CorefBERT 2020.04	56.96	54.54	-	-
CorefBERT_BASE 2020.10	56.96	54.54	-	-
CorefBERT Base 2021.02	56.96	54.54	-	-
CorefBERT_base 2022.02	56.96	54.54	-	-
CorefBERT 2021.06	56.96	54.54	-	-
CorefDRE 2022.02	56.74	54.37	-	-
Wang et al. 2020.09	56.5	54.5	-	-
BERT 2020.04	56.27	53.93	-	-
Paths+BiLSTM 2021.06	56.23	-	-	-
JEREX (GRC) 2021.02	55.91	53.76	-	-
HinBERT 2020.04	55.6	53.7	-	-
HIN-BERT_BASE 2020.10	55.6	53.7	-	-
HINBERT 2021.02	55.6	53.7	-	-
HIN 2021.02	55.6	53.7	-	-
HIN-BERT 2021.06	55.6	53.7	-	-
GAIN-Glove 2021.06	55.08	-	-	-
GAIN 2022.02	55.08	52.66	-	-
Zhang et al. 2020.09	54.6	52.5	-	-
BILSTM-LSR 2020.10	54.18	52.15	-	-
GloVe+LSR 2021.02	54.18	52.15	-	-
LSR-Glove 2021.06	54.18	-	-	-
BERT-TS 2020.04	53.92	-	-	-
BERT-TS_BASE 2020.10	53.92	-	-	-
BERT Two-Phase 2021.02	53.92	-	-	-
Two-Step 2021.02	53.92	-	-	-
BERT-Two-Step 2021.06	53.92	-	-	-
HIN-Glove 2021.06	53.3	-	-	-
BERT_BASE 2020.10	53.2	-	-	-
BERT_base 2022.02	53.2	-	-	-
BERT 2021.06	53.2	-	-	-
BERT 2021.09	53.2	-	-	-
EoG* 2021.02	51.82	49.48	-	-
EoG 2021.06	51.82	-	-	-

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