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Nested Named Entity Recognition on ACE 2004 (test)

89.7F1 Score

BINDER

Updated 4d ago

Evaluation Results

Method
BINDER 2022.08	89.7	89.7	89.7	-
BINDER 2022.08	88.7	88.3	89.1	-
Triaffine 2021.10	88.56	88.88	88.24	-
DIFFUSIONNER 2023.05	88.39	88.11	88.66	85.62
DSpERT 2022.10	88.31	88.29	88.32	-
PIQN 2022.03	88.14	88.48	87.81	-
Shen et al. (2022) 2022.10	88.14	88.48	87.81	-
DSpERT 2022.10	88.05	87.9	88.21	-
CNN_Nested_NER 2022.08	88.03	87.77	88.28	-
BS 2022.08	87.98	88.43	87.53	-
Zhu and Li (2022) 2022.10	87.98	88.43	87.53	-
Zhu and Li (2022) 2023.05	87.98	88.43	87.53	-
Zhu and Li (2022) 2024.06	87.98	-	-	-
Ours (8 bits) 2024.06	87.93	-	-	-
Nested NER as Latent Lexicalized Constituency Parsing 2022.03	87.9	87.39	88.4	-
Lou et al. (2022) 2023.05	87.9	87.39	88.4	-
Lou et al. (2022) 2024.06	87.9	-	-	-
Ours (10 bits) 2024.06	87.87	-	-	-
Pyramid-Full 2022.03	87.74	87.71	87.78	-
Pyramid 2021.10	87.74	87.71	87.78	-
CNN_Nested_NER 2022.08	87.74	87.98	87.5	-
CNN_Nested_NER 2022.08	87.61	87.82	87.4	-
PO-TreeCRFs 2022.03	87.6	87.62	87.57	-
W2NER 2022.08	87.52	87.33	87.71	-
Li et al. (2022) 2022.10	87.52	87.33	87.71	-
Li et al. (2022a) 2023.05	87.52	87.33	87.71	85.23
Ours (12 bits) 2024.06	87.52	-	-	-
W2NER 2022.08	87.43	87.17	87.7	-
Locate and Label 2021.05	87.41	87.44	87.38	-
Shen et al. 2021.10	87.41	87.44	87.38	-
Locate&Label 2022.03	87.41	87.44	87.38	-
Shen et al. (2021a) 2022.03	87.41	87.44	87.38	-
Locate and Label 2021.10	87.41	87.44	87.38	-
Shen et al. (2021) 2022.10	87.41	87.44	87.38	-
Shen et al. (2021) 2023.05	87.41	87.44	87.38	84.87
Shen et al. (2021) 2024.06	87.41	-	-	-
Triaffine 2021.10	87.4	87.13	87.68	-
Yuan et al. (2022b) 2023.05	87.4	87.13	87.68	85.14
Ours (6 bits) 2024.06	87.39	-	-	-
CNN_Nested_NER 2022.08	87.31	87.33	87.29	-
Tan et al. 2022.08	87.3	88.5	86.1	-
Tan et al. (2021) 2024.06	87.28	-	-	-
Tan et al. 2021.10	87.26	88.46	86.1	-
Seq2set 2022.03	87.26	88.46	86.1	-
Tan et al. (2021) 2022.03	87.26	88.46	86.1	-
Sequence to Set 2021.10	87.26	88.46	86.1	-
Tan et al. (2021) 2023.05	87.26	88.46	86.1	84.91
BS 2022.08	87.08	87.32	86.84	-
CNN_Nested_NER (w.o. CNN) 2022.08	87.05	86.71	87.4	-
Bottom-up Pointer Networks 2021.10	86.94	86.6	87.28	-
Locate&Label 2022.03	86.94	87.27	86.61	-
Yang and Tu (2022) 2022.03	86.94	86.6	87.28	-
Yang and Tu (2022) 2024.06	86.94	-	-	-
Yan et al. 2021.10	86.84	87.27	86.41	-
BARTNER 2022.03	86.84	87.27	86.41	-
Yan et al. (2021) 2022.03	86.84	87.27	86.41	-
BartNER 2021.10	86.84	87.27	86.41	-
Yan et al. (2021) 2022.10	86.84	87.27	86.41	-
Yan et al. (2021b) 2023.05	86.84	87.27	86.41	83.6
CNN_Nested_NER (w.o. CNN) 2022.08	86.81	86.54	87.09	-
Yan et al. 2022.08	86.8	87.3	86.4	-
Biaffine NER 2020.05	86.7	87.3	86	-
Yu et al. 2021.05	86.7	87.3	86	-
Yu et al. (2020) 2022.03	86.7	87.3	86	-
Biaffine 2021.10	86.7	87.3	86	-
Yu et al. 2022.08	86.7	87.3	86	-
Yu et al. (2020) 2022.10	86.7	87.3	86	-
Yu et al. (2020) 2023.05	86.7	87.3	86	84.2
Yu et al. (2020) 2024.06	86.7	-	-	-
Seq2set 2022.03	86.65	87.05	86.26	-
CNN_Nested_NER 2022.08	86.65	86.85	86.45	-
Fu et al. 2021.10	86.6	86.7	86.5	-
PO-TreeCRFs 2022.03	86.6	86.7	86.5	-
TreeCRF 2021.10	86.6	86.7	86.5	-
Fu et al. (2021) 2024.06	86.6	-	-	-
CNN_Nested_NER (w.o. CNN) 2022.08	86.54	86.6	86.48	-
CNN_Nested_NER (w.o. CNN) 2022.08	86.48	86.09	86.88	-
BoningKnife 2021.07	86.41	85.98	86.86	-
SG 2022.08	86.31	86.7	85.93	-
Wan et al. (2022) 2023.05	86.31	86.7	85.93	83.57
Xu et al. 2021.10	86.3	86.9	85.8	-
Wang et al. 2022.08	86.3	86.1	86.5	-
Wan et al. 2022.08	86.3	86.7	85.9	-
Xu et al. (2021) 2024.06	86.3	-	-	-
Wang et al. 2021.05	86.28	86.08	86.48	-
Pyramid-Basic 2022.03	86.28	86.08	86.48	-
Wang et al. (2020a) 2022.03	86.28	86.08	86.48	-
Pyramid 2021.10	86.28	86.08	86.48	-
Wang et al. (2020) 2023.05	86.28	86.08	86.48	83.57
Wang et al. (2020) 2024.06	86.28	-	-	-
Bottom-up Pointer Networks (w.o. E_yt-1) 2021.10	86.27	85.66	86.88	-
Wang et al. (2020) 2021.10	86.26	86.08	86.48	-
Wang et al. (2021) 2024.06	86.06	-	-	-
Li et al. (2020b) 2022.03	85.98	85.05	86.32	-
Li et al. (2020b) 2022.10	85.98	85.05	86.32	-
Li et al. (2020) 2023.05	85.98	85.05	86.32	83.92
Nested Named Entity Recognition via Second-best Sequence Learning and Decoding 2019.09	85.82	85.94	85.69	-
Second-best 2021.10	85.82	85.94	85.69	-
Ours (4 bits) 2024.06	85.81	-	-	-
Li et al. 2022.08	85.8	85.8	85.8	-

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