Empathetic Dialogue Generation on Empathetic Dialogues Neutral
75.1Emotion ScoreMASCOT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MASCOT2026.01 | 75.1 | 75.6 | 79 | 78.1 | 74.1 | 76.4 | |
| MultiAgentESCarchitecture=Multi-Agent2026.01 | 67.4 | 65.5 | 72.4 | 68.3 | 68.7 | 68.5 | |
| Few-Shot + CoTshot_count=N-shot, CoT=true2026.01 | 63.7 | 61.8 | 65.3 | 61.7 | 60.3 | 62.6 | |
| Zero-Shot CoTshot_count=0, CoT=true2026.01 | 63.2 | 60.8 | 65.1 | 60.9 | 59.4 | 61.9 | |
| Few-Shotshot_count=N-shot, CoT=false2026.01 | 61.6 | 60.5 | 63.4 | 60.7 | 59 | 61 | |
| Self-Consistencydecoding_strategy=Self-Consistency2026.01 | 60.3 | 64.6 | 70.9 | 66.1 | 65.7 | 65.5 | |
| Zero-Shotshot_count=0, CoT=false2026.01 | 58.8 | 57.9 | 60.5 | 58.4 | 56.2 | 58.4 | |
| SFTtraining_paradigm=Supervised Fine-Tuning2026.01 | 45.9 | 45.7 | 47 | 51.8 | 43 | 46.7 |