PoS
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An inference-time framework that constructs and continually maintains explicit belief states as an LLM agent's decision context, combining an estimate of the current world state with unresolved task requirements; it validates belief consistency, monitors task progress to detect Belief Trapping, diag
An inference-time framework that constructs and continually maintains explicit belief states as an LLM agent's decision context, combining an estimate of the current world state with unresolved task requirements, validating consistency, monitoring task progress to detect Belief Trapping, and tailori
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