Deliberate Planning in Language Models with Symbolic Representation

Siheng Xiong, Zhangding Liu, Jieyu Zhou +1

Planning remains a core challenge for large language models (LLMs), particularly in domains that require coherent multi-step action sequences grounded in external constraints. We i…