---
id: 20260827-T0-04
title: "LLM智能体用仿真模型做受控实验，科学推理能力提升"
title_en: "LLM Agents Run Controlled Experiments via Simulation Models"
url: https://ai.daily.yangsir.net/daily/20260827-T0-04
issue_date: 2026-08-27
publish_date: 2026-08-26T04:00:00.000Z
category: research
source_name: "arXiv cs.AI"
source_url: https://arxiv.org/abs/2608.23622
---

# LLM智能体用仿真模型做受控实验，科学推理能力提升

最新研究展示了LLM智能体如何利用仿真模型进行受控实验。研究指出，许多科学和工程任务不仅需要生成合理的文本和代码，还需要理解系统对干预的响应。该研究让LLM在模拟环境中自主设计实验，以验证假设并理解系统行为，拓展了其在科学发现中的应用潜力。

## English Version

**LLM Agents Run Controlled Experiments via Simulation Models**

Recent research demonstrates LLM agents conducting controlled experiments using simulation models. The study notes many scientific and engineering tasks require understanding system responses to interventions, not just generating plausible text. It enables LLMs to autonomously design experiments in simulated environments, expanding their potential in scientific discovery.

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**来源**：[arXiv cs.AI](https://arxiv.org/abs/2608.23622)

**详情页**：https://ai.daily.yangsir.net/daily/20260827-T0-04

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