Can I read OPTIMA: Enhancing LLM Multi-Agent Systems on EtoBox?
OPTIMA: Enhancing LLM Multi-Agent Systems by Shubham Srivastava is a document available to read on EtoBox.
What is OPTIMA: Enhancing LLM Multi-Agent Systems about?
O PTIMA is a novel framework designed to enhance communication efficiency and task effectiveness in Large Language Model (LLM)-based multi-agent systems (MAS). It employs an iterative generate, rank, select, and train paradigm, integrating techniques like Supervised Fine-Tuning and Direct Preference Optimization, achieving significant performance gains with reduced token usage. The framework addresses critical challenges in MAS, demonstrating improvements in collaborative problem-solving and efficiency duri
- Author
- Shubham Srivastava
- Language
- EN