Table 7 Results on SciERC.
From: A diffusion enhanced CRF and BiLSTM framework for accurate entity recognition
Model | SciERC | ||
|---|---|---|---|
Pr.(%) | Rec.(%) | F1(%) | |
SciIE (2020) | 65.12 | 68.78 | 66.91 |
SciBERT (2020) | 64.98 | 69.12 | 66.99 |
BERT-Sci NER (2021) | 63.45 | 67.54 | 65.49 |
Unified NER (2021) | 62.89 | 66.32 | 64.56 |
SciERC BERT (2022) | 65.23 | 70.01 | 67.32 |
Transf NER (2022) | 66.01 | 71.45 | 68.23 |
Hierarchical NER (2023) | 64.75 | 68.29 | 66.47 |
Span-NER (2023) | 65.89 | 69.78 | 67.76 |
DiffusionNER (2023) | 66.70 | 72.55 | 69.51 |
Fine-tuned SciBERT (2024) | 64.12 | 68.54 | 66.25 |
BERT-MultiTask (2024) | 63.95 | 67.23 | 65.56 |
Ours | 67.40 | 72.87 | 69.99 |
