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arxiv_cs_lg ยท Jul 29, 2026 ยท paper

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

arxiv.orgJul 29, 2026
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Multi-agent LLM pipeline systems break down the task among multiple roles for better reasoning, but are benchmarked mainly with large-scale commercial models. In this study, we investigate Parishad, a structured multi...

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