Machine Learning Algorithms & Natural Language Processing

Jul 5, 2026 · Artificial Intelligence

When LLMs Invent Their Own Language: CLSR Enables Multi‑Agent Reasoning with Fewer Tokens

The ICML 2026 paper introduces CLSR, a framework that lets multiple LLM agents autonomously create compact, reusable symbolic communication protocols (LSFs), cutting generation tokens by 3–6× while preserving Chain‑of‑Thought accuracy across diverse reasoning benchmarks.