Verifiable Efficiency Limits of Innate LLM Planning in Sliding Puzzles
A verifiable framework that decomposes success-weighted plan efficiency as SPE=R\times Q\times E: execution reliability, planning coordination among legal plans, and action economy among completed plans is proposed.
Ye-Zhou Cheng, Charles Ling
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