Our new X account is live! Follow @wizwand_team for updates

Nested Named Entity Recognition on ACE 2005 (test)

90F1 Score

BINDER

Updated 4d ago

Evaluation Results

Method
BINDER 2022.08	90	89.6	90.5	-
BINDER 2022.08	89.5	89.1	89.8	-
Triaffine 2021.10	88.83	87.39	90.31	-
PIQN 2022.03	87.42	86.27	88.6	-
CNN_Nested_NER 2022.08	87.42	86.7	88.16	-
Shen et al. (2022) 2022.10	87.42	86.27	88.6	-
DSpERT 2022.10	87.42	87.01	87.84	-
CNN_Nested_NER 2022.08	87.25	86.58	87.94	-
BS 2022.08	87.2	86.58	87.84	-
BS 2022.08	87.15	86.25	88.07	-
Zhu and Li (2022) 2022.10	87.15	86.25	88.07	-
Zhu and Li (2022) 2023.05	87.15	86.25	88.07	-
Zhu and Li (2022) 2024.06	87.15	-	-	-
Tan et al. 2022.08	87.1	87.5	86.6	-
Tan et al. 2021.10	87.05	87.48	86.64	-
Seq2set 2022.03	87.05	87.48	86.63	-
Tan et al. (2021) 2022.03	87.05	87.48	86.63	-
Sequence to Set 2021.10	87.05	87.48	86.63	-
Tan et al. (2021) 2023.05	87.05	87.48	86.63	84.91
Tan et al. (2021) 2024.06	87.05	-	-	-
DSpERT 2022.10	86.93	85.73	88.19	-
DIFFUSIONNER 2023.05	86.93	86.15	87.72	85.62
Nested NER as Latent Lexicalized Constituency Parsing 2022.03	86.91	85.97	87.87	-
CNN_Nested_NER 2022.08	86.91	86.26	87.56	-
Lou et al. (2022) 2023.05	86.91	85.97	87.87	-
Lou et al. (2022) 2024.06	86.91	-	-	-
Li et al. (2020b) 2022.03	86.88	87.16	86.59	-
Li et al. (2020b) 2022.10	86.88	87.16	86.59	-
Li et al. (2020) 2023.05	86.88	87.16	86.59	83.92
Triaffine 2021.10	86.82	86.7	86.94	-
CNN_Nested_NER 2022.08	86.82	86.39	87.24	-
Yuan et al. (2022b) 2023.05	86.82	86.7	86.94	85.14
W2NER 2022.08	86.79	85.03	88.62	-
Li et al. (2022) 2022.10	86.79	85.03	88.62	-
Li et al. (2022a) 2023.05	86.79	85.03	88.62	85.23
W2NER 2022.08	86.77	85.78	87.81	-
Locate and Label 2021.05	86.67	86.09	87.27	-
Shen et al. 2021.10	86.67	86.09	87.27	-
Locate&Label 2022.03	86.67	86.09	87.27	-
Shen et al. (2021a) 2022.03	86.67	86.09	87.27	-
Locate and Label 2021.10	86.67	86.09	87.27	-
Shen et al. (2021) 2022.10	86.67	86.09	87.27	-
Shen et al. (2021) 2023.05	86.67	86.09	87.27	84.87
Shen et al. (2021) 2024.06	86.67	-	-	-
CNN_Nested_NER (w.o. CNN) 2022.08	86.56	85.17	88.03	-
CNN_Nested_NER (w.o. CNN) 2022.08	86.5	85.48	87.54	-
Pyramid-Full 2022.03	86.34	85.3	87.4	-
Pyramid 2021.10	86.34	85.3	87.4	-
CNN_Nested_NER (w.o. CNN) 2022.08	86.13	84.91	87.39	-
CNN_Nested_NER (w.o. CNN) 2022.08	85.92	84.88	86.99	-
Ours (8 bits) 2024.06	85.9	-	-	-
Locate&Label 2022.03	85.82	86.02	85.62	-
Lu et al. (2022) 2023.05	85.78	-	-	-
Ours (10 bits) 2024.06	85.75	-	-	-
Bottom-up Pointer Networks 2021.10	85.53	84.61	86.43	-
Yang and Tu (2022) 2022.03	85.53	84.61	86.43	-
Yang and Tu (2022) 2024.06	85.53	-	-	-
BoningKnife 2021.07	85.46	84.77	86.16	-
Biaffine NER 2020.05	85.4	85.2	85.6	-
Yu et al. 2021.05	85.4	85.2	85.6	-
Fu et al. 2021.10	85.4	84.5	86.4	-
Xu et al. 2021.10	85.4	85.7	85.2	-
PO-TreeCRFs 2022.03	85.4	84.5	86.4	-
Yu et al. (2020) 2022.03	85.4	85.2	85.6	-
TreeCRF 2021.10	85.4	84.5	86.4	-
Biaffine 2021.10	85.4	85.2	85.6	-
Yu et al. 2022.08	85.4	85.2	85.6	-
Yu et al. (2020) 2022.10	85.4	85.2	85.6	-
Yu et al. (2020) 2023.05	85.4	85.2	85.6	84.2
Xu et al. (2021) 2024.06	85.4	-	-	-
Fu et al. (2021) 2024.06	85.4	-	-	-
Yu et al. (2020) 2024.06	85.4	-	-	-
Ours (12 bits) 2024.06	85.26	-	-	-
Ours (6 bits) 2024.06	85.23	-	-	-
CNN_Nested_NER 2022.08	85.16	84.94	85.4	-
SG 2022.08	85.11	84.37	85.87	-
Wan et al. (2022) 2023.05	85.11	84.37	85.87	83.57
Wan et al. 2022.08	85.1	84.4	85.9	-
Bottom-up Pointer Networks (w.o. E_yt-1) 2021.10	85.01	83.75	86.31	-
Zhang et al. 2022.08	84.9	83.3	86.6	-
Yan et al. 2021.10	84.74	83.16	86.38	-
BARTNER 2022.03	84.74	83.16	86.38	-
Yan et al. (2021) 2022.03	84.74	83.16	86.38	-
BartNER 2021.10	84.74	83.16	86.38	-
Yan et al. (2021) 2022.10	84.74	83.16	86.38	-
Yan et al. (2021b) 2023.05	84.74	83.16	86.38	83.6
Wang et al. (2021) 2021.10	84.71	85.28	84.15	-
W(max) 2022.03	84.71	85.28	84.15	-
Wang et al. (2021) 2024.06	84.71	-	-	-
Wang et al. 2022.08	84.7	84	85.4	-
Yan et al. 2022.08	84.7	83.2	86.4	-
Wang et al. 2021.05	84.66	83.95	85.39	-
Wang et al. (2020) 2021.10	84.66	83.95	85.39	-
Pyramid-Basic 2022.03	84.66	83.95	85.39	-
Wang et al. (2020a) 2022.03	84.66	83.95	85.39	-
Pyramid 2021.10	84.66	83.95	85.39	-
Wang et al. (2020) 2023.05	84.66	83.95	85.39	83.57
Wang et al. (2020) 2024.06	84.66	-	-	-
Li et al. 2022.08	84.6	85	84.1	-
PO-TreeCRFs 2022.03	84.49	83.34	85.67	-

Showing 100 of 153 rows