Empathetic Dialogue Generation on Empathetic Dialogues Negative
68.2EmotionMASCOT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MASCOT2026.01 | 68.2 | 69.3 | 73.4 | 74 | 67.8 | 70.5 | |
| MultiAgentESCarchitecture=Multi-Agent2026.01 | 63.8 | 62.4 | 61.6 | 67 | 60.4 | 63 | |
| Self-Consistencydecoding_strategy=Self-Consistency2026.01 | 61.4 | 61.1 | 59.9 | 61 | 59.3 | 60.6 | |
| Few-Shot + CoTshot_count=N-shot, CoT=true2026.01 | 60.7 | 60.5 | 62.1 | 61.2 | 58.9 | 60.7 | |
| Zero-Shot CoTshot_count=0, CoT=true2026.01 | 59.9 | 59.4 | 61.8 | 60.3 | 58 | 59.9 | |
| Few-Shotshot_count=N-shot, CoT=false2026.01 | 57.6 | 57.6 | 59.4 | 58.4 | 55.9 | 57.8 | |
| Zero-Shotshot_count=0, CoT=false2026.01 | 54.6 | 54.6 | 56.9 | 56 | 53.2 | 55.1 | |
| SFTtraining_paradigm=Supervised Fine-Tuning2026.01 | 43.2 | 43.2 | 44.1 | 49.8 | 40.3 | 44.1 |