Table 3 Results on ACE2004.
From: A diffusion enhanced CRF and BiLSTM framework for accurate entity recognition
Model | ACE2004 | ||
|---|---|---|---|
Pr.(%) | Rec.(%) | F1(%) | |
Wang et al.(2020) | 86.08 | 86.48 | 86.28 |
Yu et al.(2020) | 87.30 | 86.00 | 86.70 |
Li et al.(2020) | 85.05 | 86.32 | 85.98 |
Shibuya and Hovy(2020) | 84.71 | 83.96 | 84.33 |
Yan et al.(2021b) | 87.21 | 85.92 | 86.56 |
Wang et al.(2021) | 86.27 | 85.09 | 85.68 |
Fer et al.(2021) | 86.74 | 86.51 | 86.63 |
Yang et al.(2022) | 86.54 | 86.79 | 86.66 |
BERT-MRC | 84.63 | 83.46 | 84.04 |
He et al.(2022) | 84.99 | 85.83 | 85.70 |
Tan et al.(2022) | 88.46 | 86.10 | 87.26 |
Zhang et al.(2022) | 86.36 | 84.54 | 85.44 |
Li et al.(2022b) | 87.33 | 87.71 | 88.39 |
Shen et al.(2023) | 88.05 | 88.17 | 88.11 |
Ours | 88.22 | 88.90 | 88.56 |