Emotional Support Conversation on ESConv (ACC, PPL, BLEU, Distinct, ROUGE)
13.1PPLPRCCF
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PRCCF2026.04 | 13.1 | 40.72 | 23.94 | 10.71 | 5.87 | 3.55 | 6.17 | 31.16 | 19.78 | |
| DKPE2026.04 | 14.88 | 35.51 | 21.38 | 9.27 | 4.93 | 2.92 | 4.88 | 25.95 | 18.87 | |
| CauESC2026.04 | 15.3 | 33.33 | — | 8.17 | 4.55 | 2.82 | 4.7 | 19.85 | 18.2 | |
| SUPPORTER2026.04 | 15.37 | — | 19.5 | 7.49 | 3.58 | — | 4.93 | 27.73 | — | |
| D2RCU2026.04 | 15.43 | 35.32 | 21.2 | 9.01 | 4.81 | 2.94 | 4.97 | 26.21 | 18.71 | |
| FADO2026.04 | 15.52 | 32.41 | — | 8.31 | 4.36 | 2.66 | 3.8 | 21.39 | 18.09 | |
| GLHG2026.04 | 15.67 | — | 19.66 | 7.57 | 3.74 | 2.13 | 3.5 | 21.26 | 16.37 | |
| DQ-HGAN2026.04 | 15.78 | — | — | 8.53 | 3.79 | 2.25 | 5.25 | 21.98 | 19.56 | |
| TransESC2026.04 | 15.85 | 34.71 | 17.92 | 7.64 | 4.01 | 2.43 | 4.73 | 20.48 | 17.51 | |
| KEMI2026.04 | 15.92 | — | — | 8.31 | — | 2.51 | — | — | 17.05 | |
| PAL2026.04 | 15.92 | 34.51 | — | 8.75 | — | 2.66 | 5 | 30.27 | 18.06 | |
| MISC2026.04 | 16.16 | 31.63 | — | 7.31 | — | 2.2 | 4.41 | 19.71 | 17.91 | |
| MFF-ESC2026.04 | 16.43 | — | 20.64 | 8.87 | 4.81 | 2.98 | 5.34 | 22.18 | 18.83 | |
| BlenderBot-Joint2026.04 | 18.11 | 27.72 | 16.99 | 6.18 | 2.95 | 1.66 | 3.27 | 20.87 | 15.13 | |
| MIME2026.04 | 43.27 | — | 16.15 | 4.82 | 1.79 | 1.03 | 2.56 | 12.33 | 14.83 |