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Entity Typing on Ultra-Fine Entity Typing (test)

59.3Precision

PL-BERT-LARGE

Updated 1mo ago

Evaluation Results

Method	Links
PL-BERT-LARGE 2022.12		59.3	42.6	49.6
PL-BERT-BASE 2022.12		57.8	40.7	47.7
DenoiseET 2019.05		55.8	27.7	37
DFET 2022.12		55.6	44.7	49.5
DenoiseET 2019.05		55.5	26.3	35.7
PL-BERT-LARGE W/ NPCRF 2022.12		55.3	46.7	50.6
LRN 2022.12		54.5	38.9	45.4
MLMET 2022.12		53.6	45.3	49.1
Vector 2021.01		53	36.3	43.1
Box 2021.01		52.8	38.8	44.8
BOX4TYPES 2022.12		52.8	38.8	44.8
LITE+NLI+L 2022.12		52.4	48.9	50.6
PL-BERT-BASE W/ NPCRF 2022.12		52.1	47.5	49.7
BERT-Base, Uncased 2019.05		51.6	33	40.2
BERT-base 2021.01		51.6	33	40.2
DenoiseET 2019.05		51.5	33	40.2
ELMo 2021.01		51.5	33	40.2
LDET 2022.12		51.5	33	40.1
LABELGCN-ROBERTA 2022.12		51.2	41	45.5
LABELGCN 2019.05		50.3	29.2	36.9
Label GCN 2021.01		50.3	29.2	36.9
LABELGCN 2022.12		50.3	29.2	36.9
LITE+L 2022.12		48.7	45.8	47.2
MLC-ROBERTA W/ NPCRF 2022.12		48.7	45.5	47
LABELGCN-ROBERTA W/ NPCRF 2022.12		48.7	45.9	47.3
UFET-BILSTM 2022.12		48.1	23.2	31.3
MLC-ROBERTA 2022.12		47.8	40.4	43.8
DenoiseET 2019.05		47.6	23.3	31.3
Choi et al. (2018) 2019.05		47.1	24.2	32
Choi et al. (2018) 2021.01		47.1	24.2	32