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Relation Extraction on SCIERC (test)

90.3F1 Score

RELA

Updated 1mo ago

Evaluation Results

Method	Links
RELA 2022.12		90.3	-	-	-	-	-	-	-
IRE-RoBERTa 2022.12		88.9	-	-	-	-	-	-	-
IRE-BERT 2022.12		88.8	-	-	-	-	-	-	-
BART-RE 2022.12		88.8	-	-	-	-	-	-	-
BART-DC 2022.12		88.6	-	-	-	-	-	-	-
BART-DS 2022.12		88.3	-	-	-	-	-	-	-
BART-DB 2022.12		88.1	-	-	-	-	-	-	-
LUKE 2022.12		87.7	-	-	-	-	-	-	-
MTB 2022.12		87.4	-	-	-	-	-	-	-
REBEL 2022.12		86.3	-	-	-	-	-	-	-
TriMF 2021.01		52.44	52.63	52.32	-	-	-	-	-
SpERT 2021.01		50.84	53.4	48.54	-	-	-	-	-
DYGIE++ 2019.09		48.4	-	-	-	-	-	-	-
DYGIE++ 2021.01		48.4	-	-	-	-	-	-	-
DYGIE 2019.04		41.6	-	-	-	-	-	-	-
DYGIE 2019.09		41.6	-	-	-	-	-	-	-
DyGIE 2021.01		41.6	-	-	-	-	-	-	-
SCIIE 2018.08		39.3	47.6	33.5	-	-	-	-	-
Luan et al. 2019.04		39.3	-	-	-	-	-	-	-
SciIE 2021.01		39.3	47.6	33.5	-	-	-	-	-
E2E Rel+ELMO 2018.08		36.6	38.4	34.9	-	-	-	-	-
E2E Rel(Pipeline) 2018.08		35.9	37.8	34.2	-	-	-	-	-
E2E Rel 2018.08		34.1	37.1	32.2	-	-	-	-	-
BERT-Base 2019.03		-	-	-	72.74	-	-	-	-
BERT-Base 2019.03		-	-	-	78.71	-	-	-	-
SCIBERT 2019.03		-	-	-	75.25	-	-	-	-
SCIBERT 2019.03		-	-	-	79.97	-	-	-	-
Luan et al. (2018) 2020.10		-	-	-	-	64.2	39.3	-	-
Luan et al. (2019) 2020.10		-	-	-	-	65.2	41.6	-	-
Wadden et al. (DYGIE++) 2020.10		-	-	-	-	67.5	48.4	-	-
PURE 2020.10		-	-	-	-	66.6	48.2	35.6	-
PURE 2020.10		-	-	-	-	68.9	50.1	36.8	-
DYGIE 2021.09		-	-	-	-	-	41.6	-	-
TriMF 2021.09		-	-	-	-	-	52.4	-	-
UniRE 2021.09		-	-	-	-	-	-	36.9	-
PURE-F 2021.09		-	-	-	-	-	50.1	36.8	-
PURE-A 2021.09		-	-	-	-	-	48.1	-	-
PL-Marker 2021.09		-	-	-	-	-	53.2	41.6	-
SPE 2021.08		-	-	-	-	-	-	-	34.6
PURE 2021.08		-	-	-	-	-	-	-	35.6
PFN 2021.08		-	-	-	-	-	-	-	38.4