Diversity Empowers Intelligence: Integrating Expertise of Software Engineering Agents

Understand

Large language model (LLM) agents have shown great potential in solving real-world software engineering (SWE) problems.

• The most advanced open-source SWE agent can resolve over 27% of real GitHub issues in SWE-Bench Lite.
• However, these sophisticated agent frameworks exhibit varying strengths, excelling in certain tasks while underperforming in others.
• To fully harness the diversity of these agents, we propose DEI (Diversity Empowered Intelligence), a framework that leverages their unique expertise.