Two Calls Beat Five Agents Evaluating Multi Agent

---
name: two-calls-beat-five-agents-evaluating-multi-agent-
description: Two Calls Beat Five Agents: Evaluating Multi-Agent Pipelines Against Self-Refinement for Local Langu
version: 1.0.0
date: 2026-07-30
arxiv_id: 2607.26922
tags: ["arxiv", "research", "paper", "multi-agent-rl"]
activation_keywords: ["two", "calls", "beat", "five", "agents"]
---

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

**arXiv ID:** 2607.26922
**Utility Score:** 1.00
**Authors:** Ashish Prajapati, Om Mohite
**URL:** https://arxiv.org/abs/2607.26922

## 概述

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

这是一篇来自 arXiv 的高价值论文（utility score: 1.00），通过自动追踪系统识别。

## 核心创新

*待研究论文内容后填写*

## 应用场景

*待研究论文内容后填写*

## 实现要点

*待研究论文内容后填写*

## 参考资源

- [arXiv论文](https://arxiv.org/abs/2607.26922)