Empathetic Dialogue Generation on Empathetic Dialogues Positive
75.3Emotion ScoreMASCOT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MASCOT2026.01 | 75.3 | 76.2 | 80 | 78.1 | 74.9 | 76.9 | |
| MultiAgentESCarchitecture=Multi-Agent2026.01 | 66.9 | 67.9 | 65.9 | 70.4 | 67 | 67.6 | |
| Self-Consistencydecoding_strategy=Self-Consistency2026.01 | 66.3 | 66.9 | 65.1 | 69.1 | 66.3 | 66.7 | |
| Few-Shot + CoTshot_count=N-shot, CoT=true2026.01 | 63.8 | 61.2 | 65.4 | 61.2 | 60.2 | 62.4 | |
| Zero-Shot CoTshot_count=0, CoT=true2026.01 | 63.4 | 60.5 | 65.2 | 60.4 | 59.4 | 61.8 | |
| Few-Shotshot_count=N-shot, CoT=false2026.01 | 61.4 | 59.9 | 63.5 | 59.8 | 58.6 | 60.6 | |
| Zero-Shotshot_count=0, CoT=false2026.01 | 59.5 | 58.1 | 61.5 | 58.6 | 56.5 | 58.8 | |
| SFTtraining_paradigm=Supervised Fine-Tuning2026.01 | 46.3 | 46 | 47.5 | 52.1 | 43.5 | 47.1 |