Sentiment Analysis on Amazon Reviews
58.9F1 ScoreMLL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MLLTraining data percentage=100%, Base model=BERT-base2024.05 | 58.9 | 0.476 | 0.634 | 0.945 | |
| CETraining data percentage=100%, Base model=BERT-base2024.05 | 58.6 | 0.485 | 0.675 | 0.938 | |
| ENTTraining data percentage=50%, Base model=BERT-base2024.05 | 58.6 | 0.48 | 0.655 | 0.942 | |
| ENTTraining data percentage=100%, Base model=BERT-base2024.05 | 58.5 | 0.483 | 0.664 | 0.939 | |
| MLLTraining data percentage=50%, Base model=BERT-base2024.05 | 57.9 | 0.497 | 0.683 | 0.935 | |
| CETraining data percentage=50%, Base model=BERT-base2024.05 | 57.3 | 0.505 | 0.707 | 0.932 | |
| ENTTraining data percentage=25%, Base model=BERT-base2024.05 | 57.3 | 0.502 | 0.689 | 0.935 | |
| MLLTraining data percentage=25%, Base model=BERT-base2024.05 | 57.2 | 0.503 | 0.698 | 0.938 | |
| CETraining data percentage=25%, Base model=BERT-base2024.05 | 56.3 | 0.52 | 0.739 | 0.929 | |
| MLLTraining data percentage=10%, Base model=BERT-base2024.05 | 55.3 | 0.528 | 0.708 | 0.934 | |
| ENTTraining data percentage=10%, Base model=BERT-base2024.05 | 54.4 | 0.541 | 0.767 | 0.925 | |
| CETraining data percentage=10%, Base model=BERT-base2024.05 | 53.4 | 0.56 | 0.835 | 0.913 | |
| GPTTraining data percentage=100%, Base model=GPT2-small2024.05 | 52.2 | 0.573 | 0.848 | 0.911 | |
| GPTTraining data percentage=50%, Base model=GPT2-small2024.05 | 44.9 | 0.678 | 1.085 | 0.864 | |
| GPTTraining data percentage=25%, Base model=GPT2-small2024.05 | 40.2 | 0.773 | 1.348 | 0.825 | |
| GPTTraining data percentage=10%, Base model=GPT2-small2024.05 | 38.9 | 0.813 | 1.475 | 0.807 |