Verifiable Self-Evolution for Open-Ended Dialogue Skills via Future-Feedback Prediction

Textual skills provide a lightweight way to improve frozen language-model agents, but their self-evolution normally requires a stable validation signal. Such signals are natural in mathematics or code, where an answer can be checked after it changes, yet are problematic in open-ended dialogue: chang...