Dialogue Generation on DailyDialog Multi-reference
38.46BLEU-1DialoGPS
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DialoGPSK (Neighbor size)=8, Decoding scheme=Top-5 Sampling2023.06 | 38.46 | 15.05 | 6.7 | 3.3 | 4.32 | 28.35 | 35.82 | |
| DialoGPSK (Neighbor size)=4, Mixup in encoder (M.E.)=false, Mixup in decoder (M.D.)=true, Optimizing f_theta (Brown.)=false2023.06 | 38.42 | 14.76 | 6.55 | 3.17 | 4.11 | 27.64 | 36.12 | |
| DialoGPSK (Neighbor size)=16, Decoding scheme=Top-5 Sampling2023.06 | 38.38 | 14.89 | 6.62 | 3.3 | 4.41 | 29.84 | 35.81 | |
| DialoGPSK (Neighbor size)=4, Decoding scheme=Top-5 Sampling2023.06 | 38.27 | 14.77 | 6.62 | 3.33 | 4.53 | 30.18 | 36.09 | |
| DialoGPSK (Neighbor size)=4, Mixup in encoder (M.E.)=true, Mixup in decoder (M.D.)=true, Optimizing f_theta (Brown.)=false2023.06 | 38.05 | 14.68 | 6.36 | 3.01 | 4.05 | 27.58 | 35.52 | |
| DialoGPSK (Neighbor size)=4, Mixup in encoder (M.E.)=false, Mixup in decoder (M.D.)=true, Optimizing f_theta (Brown.)=true2023.06 | 38.04 | 15 | 6.63 | 3.21 | 4.22 | 28.05 | 35.96 | |
| DialoGPSK (Neighbor size)=2, Decoding scheme=Top-5 Sampling2023.06 | 38.01 | 14.79 | 6.52 | 3.2 | 4.34 | 29.04 | 36.15 | |
| DialoGPSK (Neighbor size)=1, Decoding scheme=Top-5 Sampling2023.06 | 37.21 | 14.72 | 6.65 | 3.29 | 4.25 | 28.39 | 36.14 | |
| M&D-DDecoding scheme=Top-5 Sampling2023.06 | 36.97 | 14.28 | 6.5 | 3.28 | 3.65 | 25.35 | 36.02 | |
| DD++Decoding scheme=Top-5 Sampling2023.06 | 36.87 | 14.09 | 6.13 | 2.91 | 3.84 | 28.58 | 37.04 | |
| TSADecoding scheme=Top-5 Sampling2023.06 | 36.14 | 13.21 | 5.43 | 2.46 | 3.56 | 26.89 | 35.37 | |
| DialoGPSK (Neighbor size)=4, Mixup in encoder (M.E.)=true, Mixup in decoder (M.D.)=false, Optimizing f_theta (Brown.)=true2023.06 | 34.62 | 12.71 | 5.2 | 2.33 | 3.19 | 24.65 | 35.14 | |
| DialoGPSK (Neighbor size)=4, Mixup in encoder (M.E.)=true, Mixup in decoder (M.D.)=false, Optimizing f_theta (Brown.)=false2023.06 | 34.49 | 12.68 | 5.15 | 2.29 | 2.97 | 24.46 | 35.11 | |
| ResBagDecoding scheme=Top-5 Sampling2023.06 | 34.1 | 12.61 | 4.82 | 2.13 | 2.98 | 24.44 | 35.22 | |
| TransformerDecoding scheme=Top-5 Sampling2023.06 | 33.93 | 12.32 | 4.93 | 2.14 | 2.59 | 20.62 | 35.79 | |
| DialoGPSK (Neighbor size)=4, Mixup in encoder (M.E.)=false, Mixup in decoder (M.D.)=false, Optimizing f_theta (Brown.)=true2023.06 | 33.93 | 12.32 | 4.93 | 2.14 | 2.59 | 20.62 | 35.79 |