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

ChaoJin Zhao, Xuan Jiang

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…