Sentiment Analysis on SST5 (F1, MAE, MSE, OB1)
50.8F1 ScoreENT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ENTTraining data percentage=100%, Base model=BERT-base2024.05 | 50.8 | 0.543 | 0.683 | 92.5 | |
| MLLTraining data percentage=100%, Base model=BERT-base2024.05 | 49.2 | 0.575 | 0.757 | 86.3 | |
| GPTTraining data percentage=100%, Base model=GPT2-small2024.05 | 48.7 | 0.585 | 0.802 | 91.8 | |
| CETraining data percentage=100%, Base model=BERT-base2024.05 | 48.4 | 0.576 | 0.761 | 85.2 | |
| GPTTraining data percentage=50%, Base model=GPT2-small2024.05 | 47.6 | 0.595 | 0.819 | 91.2 | |
| MLLTraining data percentage=50%, Base model=BERT-base2024.05 | 46.8 | 0.6 | 0.76 | 92.9 | |
| ENTTraining data percentage=50%, Base model=BERT-base2024.05 | 46 | 0.585 | 0.694 | 93 | |
| CETraining data percentage=50%, Base model=BERT-base2024.05 | 44.2 | 0.62 | 0.845 | 91 | |
| MLLTraining data percentage=25%, Base model=BERT-base2024.05 | 44 | 0.62 | 0.827 | 91.8 | |
| ENTTraining data percentage=10%, Base model=BERT-base2024.05 | 43 | 0.651 | 0.871 | 91.5 | |
| MLLTraining data percentage=10%, Base model=BERT-base2024.05 | 42.8 | 0.662 | 0.905 | 89.8 | |
| ENTTraining data percentage=25%, Base model=BERT-base2024.05 | 42.3 | 0.619 | 0.87 | 91.1 | |
| CETraining data percentage=10%, Base model=BERT-base2024.05 | 41.7 | 0.697 | 1.04 | 87.5 | |
| CETraining data percentage=25%, Base model=BERT-base2024.05 | 41.5 | 0.652 | 0.91 | 90.2 | |
| GPTTraining data percentage=25%, Base model=GPT2-small2024.05 | 31.6 | 0.966 | 1.74 | 76.9 | |
| GPTTraining data percentage=10%, Base model=GPT2-small2024.05 | 27.4 | 1.043 | 1.897 | 73.4 |