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Joint Entity and Relation Extraction on CONLL04

93.26Entity F1

multi-head EC

Updated 2d ago

Evaluation Results

Method	Links
multi-head EC 2018.04		93.26	93.41	93.15	72.99	63.37	67.01	80.14
baseline EC 2018.08		93.26	-	-	-	-	67.01	80.14
baseline EC + AT 2018.08		93.04	-	-	-	-	67.99	80.51
Gupta et al. (2016) 2018.04		92.4	92.5	92.1	78.5	63	69.9	81.15
Gupta et al. (2016) 2018.08		92.4	-	-	-	-	69.9	81.15
DEEPSTRUCT 2022.05		90.7	-	-	-	-	78.3	-
DEEPSTRUCT 2022.05		90.7	-	-	-	-	78.3	-
DEEPSTRUCT 2022.05		90.7	-	-	-	-	78.3	-
TANL 2021.01		90.3	-	-	-	-	70	-
TANL (multitask) 2022.05		90.3	-	-	-	-	70	-
TANL 2022.05		90.3	-	-	-	-	71.4	-
TANL 2021.01		89.8	-	-	-	-	72.6	-
TANL 2021.01		89.4	-	-	-	-	71.4	-
TANL 2022.05		89.4	-	-	-	-	71.4	-
SpERT 2021.01		88.9	-	-	-	-	71.5	-
RSAN 2021.01		88.9	-	-	-	-	71.9	-
SpERT 2022.05		88.9	-	-	-	-	71.5	-
MRC4ERE 2022.05		88.9	-	-	-	-	71.9	-
Zhao et al., 2020 2022.05		88.9	-	-	-	-	71.9	-
Gupta et al. (2016) 2018.04		88.8	88.5	88.9	64.6	53.1	58.3	73.6
Gupta et al. (2016) 2018.08		88.8	-	-	-	-	58.3	73.6
DEEPSTRUCT 2022.05		88.4	-	-	-	-	72.8	-
DEEPSTRUCT 2022.05		88.4	-	-	-	-	72.8	-
DEEPSTRUCT 2022.05		88.4	-	-	-	-	72.8	-
multi-head 2018.04		83.9	83.75	84.06	63.75	60.43	62.04	72.97
Adel & Schütze (2017) 2018.04		82.1	-	-	-	-	62.5	72.3
Adel and Schütze (2017) 2018.08		82.1	-	-	-	-	62.5	72.3
Miwa & Sasaki (2014) 2018.04		80.7	81.2	80.2	76	50.9	61	70.85
DEEPSTRUCT 2022.05		48.3	-	-	-	-	25.8	-
DEEPSTRUCT 2022.05		48.3	-	-	-	-	25.8	-
DEEPSTRUCT 2022.05		48.3	-	-	-	-	25.8	-
GPT-3 175B 2022.05		34.7	-	-	-	-	18.1	-
GPT-3 175B 2022.05		34.7	-	-	-	-	18.1	-