Cognitive Distortions Classification on Cognitive
0.7475F1 ScoreChinese MentalBERT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Chinese MentalBERTMasking=Guided2024.02 | 0.7475 | 0.7988 | 0.7023 | |
| Chinese MentalBERTMasking=Random2024.02 | 0.733 | 0.8165 | 0.665 | |
| BERTMasking=Random2024.02 | 0.7306 | 0.828 | 0.6537 | |
| Chinese-BERT-wwmMasking=Random2024.02 | 0.7266 | 0.8027 | 0.6637 | |
| DKPLM-medicalMasking=Random2024.02 | 0.7255 | 0.7911 | 0.6699 | |
| DKPLM-financialMasking=Random2024.02 | 0.7111 | 0.7941 | 0.6438 | |
| Chinese-Alpaca-22024.02 | 0.6903 | 0.7147 | 0.6675 | |
| Word2vec-CNN2024.02 | 0.6864 | 0.8175 | 0.5915 | |
| Llama2-Chinese-Chat2024.02 | 0.6596 | 0.6629 | 0.6563 | |
| Word2vec-BiLSTM2024.02 | 0.5789 | 0.706 | 0.4906 |