NLU Tasks
| Models | Average | PUNC | GLNER | GJC | FSPC | TLC | Xuci | WYWRC | IRC |
| Human | 88.0 | 92.4 | 94.3 | 90.3 | 80.0 | 89.0 | 85.3 | 80.0 | 92.3 |
| DeBERTa-base | 75.9 | 83.3 | 86.7 | 85.2 | 61.1 | 86.7 | 72.4 | 45.1 | 86.7 |
| GuwenBERT-base | 72.9 | 82.5 | 82.8 | 84.8 | 61.3 | 85.1 | 71.7 | 28.0 | 86.8 |
| GuwenBERT-large | 75.6 | 83.1 | 86.1 | 84.9 | 58.5 | 87.6 | 73.4 | 44.4 | 87.8 |
| GuwenBERT-base-fs | 74.6 | 82.9 | 84.8 | 84.2 | 61.0 | 86.7 | 70.0 | 42.1 | 85.3 |
| RoBERTa-CCBC | 74.5 | 82.5 | 84.7 | 84.5 | 59.5 | 85.0 | 73.2 | 40.7 | 86.1 |
| RoBERTa-CCLC | 75.3 | 82.8 | 86.1 | 84.7 | 58.6 | 87.1 | 74.9 | 41.0 | 86.9 |
| SikuBERT | 73.7 | 80.8 | 82.8 | 82.2 | 60.9 | 82.4 | 70.4 | 44.0 | 85.8 |
| SikuRoBERTa | 73.5 | 81.4 | 82.8 | 82.5 | 62.2 | 83.8 | 68.5 | 41.0 | 85.8
|
| RoBERTa-wwm-ext | 72.1 | 78.8 | 79.8 | 81.3 | 59.2 | 78.3 | 71.0 | 42.1 | 86.2 |
