Aspect-level Triple Sentiment Analysis on Lap14
84.41AccuracyDABS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DABSSeeds=3, Evaluation protocol=Fine-tuning2026.05 | 84.41 | 81.56 | |
| PConvRoBERTaEvaluation protocol=Fine-tuning2026.05 | 83.54 | 80.89 | |
| Flan-T5-base+Syn-ChainEvaluation protocol=Fine-tuning2026.05 | 83.22 | 80.04 | |
| DSSK-GAN-BERTEvaluation protocol=Fine-tuning2026.05 | 82.94 | 78.99 | |
| ITGCNEvaluation protocol=Fine-tuning2026.05 | 82.76 | 79.37 | |
| DeBERTa+RCLEvaluation protocol=Fine-tuning2026.05 | 82.76 | 80.28 | |
| KGAN-BERTEvaluation protocol=Fine-tuning2026.05 | 82.66 | 78.98 | |
| DC-GCNEvaluation protocol=Fine-tuning2026.05 | 80.7 | 77.92 | |
| ASHGATEvaluation protocol=Fine-tuning2026.05 | 77.91 | 73.89 | |
| CABiLSTM-BERTEvaluation protocol=Fine-tuning2026.05 | 77.91 | 73.04 | |
| Qwen3-8BNumber of shots=5-shot2026.05 | 68.02 | 62.24 | |
| GPT-3.5 TurboNumber of shots=5-shot2026.05 | 65.48 | 59.74 | |
| Llama-3-8B-InstNumber of shots=5-shot2026.05 | 64.8 | 55.79 |