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Ask the World Before Acting: Budgeted Environment Probing for World-Model Calibration

arXiv cs.AI · 2026-07-01 Cached

The paper introduces EnvProbe, a budgeted environment probing operator that allows long-horizon language agents to selectively query the environment for specific belief fields before acting, reducing world-model error by efficiently calibrating beliefs with limited interactions.

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