Xing-Lei Hao

Intent Entropy: Planning Intent Uncertainty Detection and Entropy-Gated Reflection for Ambiguous Instructions

Embodied agents executing tasks from natural language instructions face the challenge of interpreting ambiguous commands that may lead to inconsistent planning. Conventional uncertainty estimation methods, reliant on token-level probabilities or semantic embeddings, struggle to capture task-level intent divergence, whi...