Dialogue Generation on DailyDialog (Attribute Relevancy, Consistency)
34.7Attribute RelevancyControlled DP (Deep)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Controlled DP (Deep)Prompt module=2-layer transformer decoder, Comparison Group=vs Controlled DP (Shallow)2023.07 | 34.7 | 38.7 | |
| Controlled DP (Deep)Prompt module=2-layer transformer decoder, Comparison Group=vs Soft Prompt-tuning2023.07 | 30.7 | 32 | |
| Controlled DP (Deep)Prompt module=2-layer transformer decoder, Comparison Group=vs Prefix-tuning2023.07 | 25.3 | 37.3 | |
| Soft Prompt-tuningComparison Group=vs Controlled DP (Deep)2023.07 | 20 | 20 | |
| Prefix-tuningComparison Group=vs Controlled DP (Deep)2023.07 | 16 | 16 | |
| Controlled DP (Shallow)Prompt module=embedding layer, Comparison Group=vs Controlled DP (Deep)2023.07 | 9.3 | 25.3 |