Lexical-Prior-Free Planning: A Symbol-Agnostic Pipeline that Enables LLMs and LRMs to Plan under Obfuscated Interfaces
Zhendong Du, Hanliu Wang, Kenji Hashimoto · Computers, materials & continua/Computers, materials & continua (Print) · 2026
Planning in lexical-prior-free environments presents a fundamental challenge for evaluating whether large language models (LLMs) possess genuine structural reasoning capabilities beyond lexical memorization. When predicates a... | Find, read and cite all the research you need on Tech Science Press