When LLMs Develop Languages: Symbolic Communication for Efficient Multi-Agent Reasoning.

arXiv:2606.29354v2 Announce Type: replace Abstract: Chain-of-Thought (CoT) improves large language models (LLMs) on difficult reasoning tasks, but it often incurs long natural-language rationales that are poorly aligned with efficient machine reasoning. We pro