---
id: 20260430-T0-04
title: "BenchGuard：自动化审计LLM评估基准"
title_en: "BenchGuard: Automated LLM Benchmark Auditing"
url: https://ai.daily.yangsir.net/daily/20260430-T0-04
issue_date: 2026-04-30
publish_date: 2026-04-29T04:00:00.000Z
category: research
source_name: "arXiv cs.CL (NLP)"
source_url: https://arxiv.org/abs/2604.24955
---

# BenchGuard：自动化审计LLM评估基准

论文提出BenchGuard框架，用于自动化审计LLM智能体评估基准。研究指出许多智能体失败实际上是基准设计问题，如规范缺陷、隐含假设和僵化评估脚本。BenchGuard可识别这些基准缺陷，提高评估准确性。

## English Version

**BenchGuard: Automated LLM Benchmark Auditing**

Paper introduces BenchGuard framework for automated auditing of LLM agent benchmarks. Research reveals many apparent agent failures are actually benchmark design issues: broken specs, implicit assumptions, rigid evaluation scripts. BenchGuard identifies these flaws to improve evaluation accuracy.

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**来源**：[arXiv cs.CL (NLP)](https://arxiv.org/abs/2604.24955)

**详情页**：https://ai.daily.yangsir.net/daily/20260430-T0-04

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*智语观潮 · Daily — https://ai.daily.yangsir.net/llms.txt*