Author

Ashish Prajapati

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Jul 2026

Two Calls Beat Five Agents: Evaluating Multi-Agent Pipelines Against Self-Refinement for Local Language Models

It is demonstrated that communication format and implementation details determine outcomes more than architectural complexity, and that simpler approaches match or outperform multi-agent pipelines for local 7B model deployment.

Ashish Prajapati, Om Mohite · arXiv.org · 0 citations