---
id: 20260602-T0-05
title: "MAVEN：提升代理工具调用泛化能力"
title_en: "MAVEN Improves Agent Tool Generalization"
url: https://ai.daily.yangsir.net/daily/20260602-T0-05
issue_date: 2026-06-02
publish_date: 2026-06-01T04:00:00.000Z
category: research
source_name: "arXiv cs.AI"
source_url: https://arxiv.org/abs/2605.30738
---

# MAVEN：提升代理工具调用泛化能力

arXiv论文提出MAVEN方法，解决大模型在代理工具调用中泛化能力不足的问题。通过优化策略组合推理，模型跨环境表现提升30%，显著改善多工具协作可靠性。

## English Version

**MAVEN Improves Agent Tool Generalization**

arXiv paper MAVEN addresses LLMs' poor generalization in agentic tool-calling. The method improves cross-environment performance by 30% and enhances multi-tool collaboration reliability through optimized reasoning strategies.

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**来源**：[arXiv cs.AI](https://arxiv.org/abs/2605.30738)

**详情页**：https://ai.daily.yangsir.net/daily/20260602-T0-05

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