COLLAB-LLM: A Communication-Centric Role-Based Framework for Scalable Multi-Agent LLM Collaboration
Elham Albaroudi, Mohammad Hatamleh, Sirin Mohammed Hejazi, Ahmad Yasser Alshalabi, Taha Mansouri & Ali Alameer · Asian Journal of Research in Computer Science · 2026
Large Language Models (LLMs) are increasingly deployed in multi-agent systems; however, existing frameworks continue to suffer from communication ambiguity, coordination failures, and poor scalability as task complexity increases. This paper introduces COLLAB-LLM, a communication...