AINeutralarXiv – CS AI · 7h ago6/10
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Exploration Structure in LLM Agents for Multi-File Change Localization
Researchers compare linear versus non-linear exploration strategies for LLM agents tasked with localizing files requiring changes to resolve software issues. Domain-scoped parallel agent spawning with smaller models achieves competitive performance against larger models while reducing costs, revealing that repository exploration structure significantly impacts software engineering task efficiency.