UKA is a gradient-free active dialogue learning framework using Theory-of-Mind uncertainty estimation to acquire user-aligned conversational knowledge, outperforming baselines in dialogue quality and user alignment across benchmarks.
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User-Aware Active Knowledge Acquisition for Emotional Support Dialogue
UKA is a gradient-free active dialogue learning framework using Theory-of-Mind uncertainty estimation to acquire user-aligned conversational knowledge, outperforming baselines in dialogue quality and user alignment across benchmarks.