SOTA Named Entity Recognition on WeiboNER and PapersWithCode

72.66F1 Score

Zhu and Li (2022)

Updated 1mo ago

Evaluation Results

Method
Zhu and Li (2022) 2022.10	72.66	70.16	75.36
DSPERT 2022.10	72.64	74.56	70.81
Li et al. (2022) 2022.10	72.32	70.84	73.87
BERT-BiLSTM + Global Context Mechanism 2023.05	72.08	-	-
DSPERT 2022.10	71.3	71.09	71.58
RoBERTa + Global Context Mechanism 2023.05	71.17	-	-
BERT-BiLSTM + CRF 2023.05	70.86	-	-
Ma et al. (2020) 2022.10	70.5	-	-
Wu et al. (2021) 2022.10	70.43	-	-
RoBERTa-BiLSTM + Global Context Mechanism 2023.05	70.3	-	-
RoBERTa-BiLSTM 2023.05	70.28	-	-
RoBERTa + CRF 2023.05	70.15	-	-
RoBERTa 2023.05	69.88	-	-
BERT 2023.05	69.69	-	-
BERT-BiLSTM 2023.05	69.53	-	-
BiLSTM(2) (BERT features) 2023.05	69.53	-	-
RoBERTa + linear 2023.05	69.01	-	-
BiLSTM(2) (RoBERTa features) 2023.05	69.01	-	-
BERT + Global Context Mechanism 2023.05	69	-	-
RoBERTa + self-attention 2023.05	68.9	-	-
RoBERTa-BiLSTM + self-attention 2023.05	68.89	-	-
BERT + CRF 2023.05	68.72	-	-
Li et al. (2020a) 2022.10	68.55	-	-
RoBERTa-BiLSTM + CRF 2023.05	68.11	-	-
BERT-BiLSTM + self-attention 2023.05	67.81	-	-
BERT + self-attention 2023.05	67.72	-	-
BERT + linear 2023.05	64.35	-	-