Researcher: vanilla LLMs/LRMs struggle with plan valuation and info-gathering in uncertain environments

xuanalogue · x · 2026-10-23

xuanalogue reports that vanilla LLMs and LRMs are poor at estimating the value of multi-step plans in uncertain environments and at planning to gather valuable information — abilities that emerge naturally in POMDP / belief space planning. More findings to be shared soon.

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