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Named Entity Recognition on CoNLL 03

94.6F1 (Entity)

InstructUIE

Updated 2d ago

Evaluation Results

Method
InstructUIE 2023.04	94.6	-	-	-	-	-
Cloze-CNN 2022.05	93.5	-	-	-	-	-
BiaffineLSTM 2022.05	93.5	-	-	-	-	-
BERT-MRC+DSC 2022.05	93.3	-	-	-	-	-
BARTNER 2023.05	93.24	-	-	-	-	-
Pre. SoTA 2023.05	93.21	-	-	-	-	-
LasUIE* 2023.05	93.2	-	-	-	-	-
USM 2023.04	93.16	-	-	-	-	-
DeBias 2023.05	93.12	-	-	-	-	-
DEEPSTRUCT 2022.05	93.1	-	-	-	-	-
Li et al. (2022a) 2023.05	93.07	-	-	92.71	93.44	-
Yan et al. (2021b) 2023.05	93.05	-	-	92.56	93.56	-
Li et al. (2020) 2023.05	93.04	-	-	92.33	94.61	-
BERT-MRC 2022.05	93	-	-	-	-	-
DEEPSTRUCT 2022.05	93	-	-	-	-	-
Lu et al. (2022) 2023.05	92.99	-	-	-	-	-
UIE* 2023.05	92.99	-	-	-	-	-
UIE 2023.04	92.99	-	-	-	-	-
UIE-large 2023.05	92.99	-	-	-	-	-
Shen et al. (2021) 2023.05	92.94	-	-	92.13	93.73	-
InstructUIE 2023.04	92.94	-	-	-	-	-
DIFFUSIONNER 2023.05	92.78	-	-	92.99	92.56	-
UniEX 2023.05	92.65	-	-	-	-	-
E2H-large 2023.05	92.43	-	-	-	-	-
Bert-base 2023.04	92.4	-	-	-	-	-
Peters et al. (2018) 2018.11	92.22	-	-	-	-	-
UIE 2023.05	92.17	-	-	-	-	-
UniEX 2023.05	92.13	-	-	-	-	-
T5-large 2023.05	92.05	-	-	-	-	-
E2H-base 2023.05	91.92	-	-	-	-	-
T5-base 2023.05	91.72	-	-	-	-	-
TANL 2023.05	91.7	-	-	-	-	-
TANL 2023.05	91.7	-	-	-	-	-
TANL 2022.05	91.7	-	-	-	-	-
TANL 2022.05	91.7	-	-	-	-	-
Hierarchical Multi-task Model 2018.11	91.63	-	-	-	-	-
Lample et al. (2016) 2018.11	90.94	-	-	-	-	-
GSL 2022.05	90.7	-	-	-	-	-
Strubell et al. (2017) 2018.11	90.54	-	-	-	-	-
Hierarchical Multi-task Model 2018.11	86.9	-	-	-	-	-
ABEX 2024.06	84.2	-	-	-	-	-
LwTR 2024.06	83.74	-	-	-	-	-
ABEX 2024.06	83.58	-	-	-	-	-
ABEX-stage-1 2024.06	83.22	-	-	-	-	-
ABEX-stage-2 2024.06	82.41	-	-	-	-	-
Codex 2023.05	82.32	-	-	-	-	-
PromDA 2024.06	82.14	-	-	-	-	-
DAGA 2024.06	82.05	-	-	-	-	-
MELM 2024.06	81.9	-	-	-	-	-
LwTR 2024.06	81.45	-	-	-	-	-
GPT-3 2023.05	81	-	-	-	-	-
GPT-NER 2024.06	80.6	-	-	-	-	-
GENIUS 2024.06	80.36	-	-	-	-	-
Gold-only 2024.06	80.15	-	-	-	-	-
ABEX-Abs 2024.06	79.4	-	-	-	-	-
LLAMA-2-13B 2024.06	79.22	-	-	-	-	-
MELM 2024.06	79.05	-	-	-	-	-
ABEX-stage-1 2024.06	78.51	-	-	-	-	-
GPT-NER 2024.06	78.17	-	-	-	-	-
ABEX-stage-2 2024.06	77.02	-	-	-	-	-
GENIUS 2024.06	76.87	-	-	-	-	-
PromDA 2024.06	76.38	-	-	-	-	-
Codex 2023.05	75.89	-	-	-	-	62.33
LLAMA-2-13B 2024.06	73.95	-	-	-	-	-
ABEX 2024.06	73.67	-	-	-	-	-
LwTR 2024.06	73.24	-	-	-	-	-
Codex 2023.05	72.66	-	-	-	-	-
ABEX-Abs 2024.06	72.36	-	-	-	-	-
ABEX-stage-1 2024.06	72.09	-	-	-	-	-
ABEX-stage-2 2024.06	71.15	-	-	-	-	-
PromDA 2024.06	70.95	-	-	-	-	-
UIE-large 2023.05	70.62	-	-	-	-	-
Gold-only 2024.06	70.43	-	-	-	-	-
UIE-base 2023.05	70.37	-	-	-	-	-
ABEX 2024.06	70.16	-	-	-	-	-
GPT-3 2023.05	68.84	-	-	-	-	-
ABEX-stage-1 2024.06	68.74	-	-	-	-	-
LLAMA-2-13B 2024.06	68.71	-	-	-	-	-
GPT-NER 2024.06	68.25	-	-	-	-	-
ABEX-stage-2 2024.06	68.22	-	-	-	-	-
GENIUS 2024.06	67.85	-	-	-	-	-
Gold-only 2024.06	66.53	-	-	-	-	-
PromDA 2024.06	66.3	-	-	-	-	-
ABEX-Abs 2024.06	65.52	-	-	-	-	-
LwTR 2024.06	65.48	-	-	-	-	-
gliner_small-v2.5 2026.02	65.4	-	-	-	-	-
gliner_medium-v2.5 2026.02	64.9	-	-	-	-	-
gliner_large-v2.5 2026.02	64.2	-	-	-	-	-
MELM 2024.06	62.23	-	-	-	-	-
GENIUS 2024.06	58.2	-	-	-	-	-
MELM 2024.06	56.89	-	-	-	-	-
DAGA 2024.06	54.68	-	-	-	-	-
GPT-NER 2024.06	54.61	-	-	-	-	-
ABEX-Abs 2024.06	54.18	-	-	-	-	-
DAGA 2024.06	53.91	-	-	-	-	-
LLAMA-2-13B 2024.06	53.39	-	-	-	-	-
T5-large 2023.05	53.08	-	-	-	-	-
Gold-only 2024.06	52.89	-	-	-	-	-
DAGA 2024.06	51.63	-	-	-	-	-
UIE-large 2023.05	46.75	-	-	-	-	-

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