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Document-level Relation Extraction on DocRED (dev)

63.18F1 Score

ROBERTa-ATLOP_LARGE

Updated 4d ago

Evaluation Results

Method
ROBERTa-ATLOP_LARGE 2020.10	63.18	61.32	-	-	-	-	-	-	-
GAIN-BERTlarge 2020.09	63.09	60.87	-	-	61.79	64.75	-	-	-
DRE-MIR-BERT 2022.04	62.81	60.85	68.67	56.09	-	-	-	-	-
CFER-RoBERTa_Large 2020.12	62.8	60.91	-	-	-	-	-	-	-
Dense-CCNet-BERTbase 2022.03	62.74	60.72	-	-	-	-	-	-	-
AFLKD 2022.05	62.03	60.08	-	-	-	-	-	-	-
DREEAM 2026.01	61.94	53.67	-	-	-	-	59.04	65.13	45.64
DREEAM 2026.01	61.87	52.89	-	-	-	-	60.9	62.87	45.64
DocuNet-BERTbase 2022.03	61.83	59.86	-	-	-	-	-	-	-
DocuNet 2022.05	61.83	59.86	-	-	-	-	-	-	-
DocuNet-BERT 2022.04	61.83	59.86	-	-	-	-	-	-	-
ERACL 2022.05	61.8	59.72	-	-	-	-	-	-	-
SIRE-BERT 2021.06	61.6	59.82	68.07	54.01	-	-	-	-	-
SIRE-BERT 2022.04	61.6	59.82	68.07	54.01	-	-	-	-	-
DREEAM 2026.01	61.51	51.95	-	-	-	-	58.53	64.81	43.35
CFER-BERT_Base 2020.12	61.41	59.23	-	-	-	-	-	-	-
DRN+BERT_base 2021.06	61.39	59.33	-	-	-	-	-	-	-
DRN 2022.05	61.39	59.33	-	-	-	-	-	-	-
ERA 2022.05	61.3	59.3	-	-	-	-	-	-	-
GAIN-BERTbase 2020.09	61.22	59.14	-	-	57.76	60.96	-	-	-
GAIN+BERT_base 2021.06	61.22	59.14	-	-	-	-	-	-	-
GAIN-BERT 2021.06	61.22	59.14	67.1	53.9	-	-	-	-	-
GAIN-BERT_Base 2020.12	61.22	59.14	-	-	-	-	-	-	-
GAIN-BERTbase 2022.03	61.22	59.14	-	-	-	-	-	-	-
GAIN 2022.05	61.22	59.14	-	-	-	-	-	-	-
GAIN-BERT 2022.04	61.22	59.14	67.1	53.9	-	-	-	-	-
BERT-ATLOP_BASE 2020.10	61.09	59.22	-	-	-	-	-	-	-
ATLOP-BERT_base 2021.06	61.09	59.22	-	-	-	-	-	-	-
ATLOP-BERTbase 2022.03	61.09	59.22	-	-	-	-	-	-	-
ATLOP 2022.05	61.09	59.22	-	-	-	-	-	-	-
ATLOP-BERT 2022.04	61.09	59.22	-	-	-	-	-	-	-
ATLOP 2026.01	60.61	50.09	-	-	-	-	56.57	65.28	40.63
DREEAM 2026.01	60.49	51.9	-	-	-	-	61.08	59.91	45.78
DREEAM 2026.01	60.39	52.18	-	-	-	-	57.65	63.41	44.33
DREEAM 2026.01	60.25	51.02	-	-	-	-	59.15	61.38	43.66
HeterGSAN-Rec+BERT_base 2021.06	60.18	58.13	-	-	-	-	-	-	-
HeterGSAN-Recon-BERT_Base 2020.12	60.18	58.13	-	-	-	-	-	-	-
HeterGSAN-BERTbase 2022.03	60.18	58.13	-	-	-	-	-	-	-
HeterGSAN-BERT 2022.04	60.18	58.13	-	-	-	-	-	-	-
MIUK 2021.04	60.11	58.27	-	-	-	-	-	-	-
MIUK 2020.12	60.11	58.27	-	-	-	-	-	-	-
ATLOP 2026.01	60.06	51.98	-	-	-	-	57.88	62.42	44.53
CorefROBERTa-RE 2020.09	59.93	57.84	-	-	-	-	-	-	-
CorefRoBERTa_Large 2020.12	59.93	57.84	-	-	-	-	-	-	-
ATLOP 2026.01	59.92	48.34	-	-	-	-	53.5	68.1	37.46
ATLOP 2026.01	59.8	48.74	-	-	-	-	56	64.16	39.3
ATLOP 2026.01	59.67	47.83	-	-	-	-	53.62	67.25	37.11
CorefROBERTa_LARGE 2020.10	59.43	57.35	-	-	-	-	-	-	-
ATLOP 2026.01	59.33	51.23	-	-	-	-	57.22	61.6	43.84
SSAN+RSMAN 2022.05	59.25	57.22	-	-	-	-	-	-	-
ROBERTa-RE 2020.09	59.22	57.14	-	-	-	-	-	-	-
SSAN 2022.05	59.19	57.04	-	-	-	-	-	-	-
LSR 2020.05	59	52.43	65.26	52.05	-	-	-	-	-
LSR-BERT 2020.09	59	52.43	-	-	-	-	-	-	-
BERT-LSR 2020.10	59	52.43	-	-	-	-	-	-	-
LSR 2021.04	59	52.43	-	-	-	-	-	-	-
LSR+BERT_base 2021.06	59	52.43	-	-	-	-	-	-	-
LSR-BERT 2021.06	59	52.43	65.26	52.05	-	-	-	-	-
LSR-BERT_Base 2020.12	59	52.43	-	-	-	-	-	-	-
LSR-BERTbase 2022.03	59	52.43	-	-	-	-	-	-	-
LSR 2022.05	59	52.43	-	-	-	-	-	-	-
LSR-BERT 2022.04	59	52.43	65.26	52.05	-	-	-	-	-
SSAN 2022.05	58.95	56.68	-	-	-	-	-	-	-
CorefBERT-RE 2020.09	58.88	56.73	-	-	-	-	-	-	-
BERT-RE 2020.09	58.83	56.67	-	-	-	-	-	-	-
DUAL 2020.11	58.8	-	-	-	-	-	-	-	-
ERICA-BERT_Base 2020.12	58.8	56.7	-	-	-	-	-	-	-
ERICA-RoBERTa_Base 2020.12	58.6	56.3	-	-	-	-	-	-	-
BERT-E_BASE 2020.10	58.52	56.51	-	-	-	-	-	-	-
CorefBERT+RSMAN 2022.05	58.24	56.26	-	-	-	-	-	-	-
CorefBERT-RE 2020.09	57.51	55.32	-	-	-	-	-	-	-
CorefBERT_BASE 2020.10	57.51	55.32	-	-	-	-	-	-	-
CorefBERT 2021.06	57.51	55.32	-	-	-	-	-	-	-
CorefBERT_Base 2020.12	57.51	55.32	-	-	-	-	-	-	-
CorefBERTbase 2022.03	57.51	55.32	-	-	-	-	-	-	-
CorefBERT 2022.05	57.51	55.32	-	-	-	-	-	-	-
CorefBERT 2022.04	57.51	55.32	-	-	-	-	-	-	-
DEMMT 2021.04	57.38	55.5	-	-	-	-	-	-	-
GCGCN-BERT_Base 2020.12	57.35	55.43	-	-	-	-	-	-	-
DRN 2021.06	56.49	54.61	-	-	-	-	-	-	-
CFER 2020.12	56.4	54.29	-	-	-	-	-	-	-
BERT_BASE 2020.10	56.39	54.27	-	-	-	-	-	-	-
HIN-BERT 2020.03	56.31	54.29	-	-	-	-	-	-	-
HIN-BERT 2020.09	56.31	54.29	-	-	-	-	-	-	-
HIN-BERT_BASE 2020.10	56.31	54.29	-	-	-	-	-	-	-
HIN-BERT 2021.06	56.31	54.29	-	-	-	-	-	-	-
HIN-BERT_Base 2020.12	56.31	54.29	-	-	-	-	-	-	-
HIN-BERTbase 2022.03	56.31	54.29	-	-	-	-	-	-	-
HIN-BERT 2022.04	56.31	54.29	-	-	-	-	-	-	-
HeterGSAN-Rec* 2021.06	56.22	54.27	-	-	-	-	-	-	-
HeterGSAN-Recon 2020.12	56.22	54.27	-	-	-	-	-	-	-
GEDA 2021.04	56.16	54.52	-	-	-	-	-	-	-
GEDA-BERT_Base 2020.12	56.16	54.52	-	-	-	-	-	-	-
GEDA-BERTbase 2022.03	56.16	54.52	-	-	-	-	-	-	-
GEDA-BERT 2022.04	56.16	54.52	-	-	-	-	-	-	-
ROBERTA-RE 2020.09	56.05	53.85	-	-	48.27	51.35	-	-	-
SIRE-GloVe 2021.06	55.91	54.1	62.94	48.97	-	-	-	-	-
SIRE-GloVe (-LR Module) 2021.06	55.58	53.73	62.77	47.87	-	-	-	-	-
GLRE-BERTbase 2022.03	55.4	-	-	-	-	-	-	-	-
GAIN-GloVe 2020.09	55.29	53.05	-	-	52.57	55.44	-	-	-

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