Lexical-Prior-Free Planning: A Symbol-Agnostic Pipeline that Enables LLMs and LRMs to Plan under Obfuscated Interfaces
Abstract
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
Fields of Study & Subjects
AI-based Problem Solving and Planning
Multimodal Machine Learning Applications
Constraint Satisfaction and Optimization
Publication details
- Journal / source
- Computers, materials & continua/Computers, materials & continua (Print)
- Publisher
- Tech Science Press
- Volume
- 87
- Issue
- 1
- Pages
- 1–10
- Publication date
- 1 January 2026
- Language
- EN