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Nested Named Entity Recognition on GENIA (test)

81.9F1 Score

DSpERT

Updated 1mo ago

Evaluation Results

Method
DSpERT 2022.10	81.9	82.31	81.49
PIQN 2022.03	81.77	83.24	80.35
Shen et al. (2022) 2022.10	81.77	83.24	80.35
DIFFUSIONNER 2023.05	81.53	82.1	80.97
DSpERT 2022.10	81.46	81.72	81.21
CNN_Nested_NER 2022.08	81.4	83.18	79.7
Li et al. (2022a) 2023.05	81.39	83.1	79.76
W2NER 2022.08	81.39	83.1	79.76
Li et al. (2022) 2022.10	81.39	83.1	79.76
CNN_Nested_NER 2022.08	81.35	83.37	79.43
Yuan et al. (2022b) 2023.05	81.23	80.42	82.06
Triaffine 2021.10	81.23	80.42	82.06
Triaffine 2022.08	81.23	80.42	82.06
BINDER 2022.08	80.8	83.4	78.3
Shen et al. (2021) 2023.05	80.54	80.19	80.89
Locate and Label 2021.05	80.54	80.19	80.89
Shen et al. 2021.10	80.54	80.19	80.89
Locate&Label 2022.03	80.54	80.19	80.89
Shen et al. (2021a) 2022.03	80.54	80.19	80.89
Locate and Label 2021.10	80.54	80.19	80.89
Shen et al. (2021) 2022.10	80.54	80.19	80.89
Shen et al. (2021) 2024.06	80.54	-	-
Yu et al. (2020) 2023.05	80.5	81.8	79.3
Biaffine NER 2020.05	80.5	81.8	79.3
Yu et al. 2021.05	80.5	81.8	79.3
Yu et al. (2020) 2022.03	80.5	81.8	79.3
Biaffine 2021.10	80.5	81.8	79.3
Yu et al. 2022.08	80.5	81.8	79.3
BINDER 2022.08	80.5	81.5	79.6
Yu et al. (2020) 2022.10	80.5	81.8	79.3
Yu et al. (2020) 2024.06	80.5	-	-
Tan et al. (2021) 2023.05	80.44	82.31	78.66
Tan et al. 2021.10	80.44	82.31	78.66
Seq2set 2022.03	80.44	82.31	78.66
Tan et al. (2021) 2022.03	80.44	82.31	78.66
Sequence to Set 2021.10	80.44	82.31	78.66
Tan et al. (2021) 2024.06	80.44	-	-
Tan et al. 2022.08	80.4	82.3	78.7
CNN_Nested_NER 2022.08	80.33	81.52	79.17
W2NER† 2022.08	80.32	81.58	79.11
CNN_Nested_NER (w.o. CNN) 2022.08	80.21	80.66	79.76
CNN_Nested_NER (w.o. CNN) 2022.08	80.16	80.87	79.47
Xu et al. 2021.10	79.6	80.3	78.9
Xu et al. (2021) 2024.06	79.6	-	-
CNN_Nested_NER 2022.08	79.42	81.05	77.87
Pyramid 2021.10	79.31	80.33	78.31
Wan et al. (2022) 2023.05	79.3	77.92	80.74
SG 2022.08	79.3	77.92	80.74
Wan et al. 2022.08	79.3	77.9	80.7
Yan et al. (2021b) 2023.05	79.23	78.87	79.6
Yan et al. (2021) 2022.03	79.23	78.87	79.6
BartNER 2021.10	79.23	78.87	79.6
Yan et al. (2021) 2022.10	79.23	78.87	79.6
CNN_Nested_NER (w.o. CNN) 2022.08	79.22	78.59	79.85
Wang et al. 2022.08	79.2	79.5	78.9
Wang et al. (2020) 2023.05	79.19	79.45	78.94
Wang et al. 2021.05	79.19	79.45	78.94
Wang et al. (2020) 2021.10	79.19	79.45	78.94
Pyramid-Basic 2022.03	79.19	78.45	79.94
Wang et al. (2020a) 2022.03	79.19	79.45	78.94
Pyramid 2021.10	79.19	79.45	78.94
Wang et al. (2020) 2024.06	79.19	-	-
Zhang et al. 2022.08	79.1	81	77.2
Yan et al. 2021.10	78.93	78.57	79.3
BARTNER 2022.03	78.93	78.57	79.3
Li et al. (2020) 2023.05	78.92	81.14	76.82
Li et al. (2020b) 2022.03	78.92	81.14	76.82
Yan et al. 2022.08	78.9	78.6	79.3
Ours (8 bits) 2024.06	78.79	-	-
Ours (10 bits) 2024.06	78.72	-	-
Li et al. 2022.08	78.7	81.2	76.4
Wang et al. (2021) 2021.10	78.67	79.2	78.16
W(max) 2022.03	78.67	79.2	78.16
Wang et al. (2021) 2024.06	78.67	-	-
Ours (6 bits) 2024.06	78.57	-	-
CNN_Nested_NER (w.o. CNN) 2022.08	78.47	78.6	78.35
Nested NER as Latent Lexicalized Constituency Parsing 2022.03	78.44	78.39	78.5
Lou et al. (2022) 2024.06	78.44	-	-
Ours (12 bits) 2024.06	78.4	-	-
Straková et al. (2019) 2023.05	78.31	-	-
seq2seq+BERT+Flair 2019.08	78.31	-	-
Straková et al. 2021.05	78.31	-	-
Seq2seq 2021.10	78.31	-	-
Straková et al. 2020.05	78.3	-	-
BENSC 2021.10	78.3	79.2	77.4
Bottom-up Pointer Networks (w.o. E_yt-1) 2021.10	78.22	78.46	77.97
seq2seq+BERT 2019.08	78.2	-	-
Shibuya and Hovy 2021.10	78.2	79.92	76.55
Fu et al. 2021.10	78.2	78.2	78.2
PO-TreeCRFs 2022.03	78.2	78.2	78.2
TreeCRF 2021.10	78.2	78.2	78.2
Fu et al. (2021) 2024.06	78.2	-	-
Bottom-up Pointer Networks 2021.10	78.16	78.08	78.26
Yang and Tu (2022) 2022.03	78.16	78.08	78.26
Yang and Tu (2022) 2024.06	78.16	-	-
seq2seq+ELMo+BERT+Flair 2019.08	78.01	-	-
LSTM-CRF+BERT+Flair 2019.08	77.91	-	-
Locate&Label 2022.03	77.89	76.8	79.02
Straková et al. (2019) 2023.05	77.8	-	-
LSTM-CRF+BERT 2019.08	77.8	-	-

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