ResearchBenchmarksEmotional Support Dialogue on ESConv (Comparative Win Rate/Kappa)Emotional Support Dialogue on ESConv (Comparative Win Rate/Kappa)Follow58Win Rate vs PRINC.UKA47.650.35355.7May 28, 2026Evaluation resultsMethodMethodLinksWin Rate vs PRINC.Fleiss' Kappa vs PRINC.Win Rate vs PromptFleiss' Kappa vs PromptUKABackbone=Seed-36BBackbone=Seed-36B2026.05580.554800.532UKABackbone=Qwen3-235BBackbone=Qwen3-235B2026.05480.612750.556