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English(EN) D3-Gym: Constructing Real-World Verifiable Environments for Data-Driven Discovery

D3-Gym 数据集为 AI 科学发现提供可验证环境

研究人员推出了 D3-Gym,这是一个旨在为科学数据驱动发现任务创建可验证环境的新型数据集。该数据集包含来自真实科学存储库的 565 个任务,每个任务都包含与人类判断高度一致的指令、可执行环境和评估脚本。在 D3-Gym 上训练 AI 模型已显示出显著的性能提升,尤其是在 ScienceAgentBench 基准测试中将 Qwen3-32B 模型提高了 7.8 个百分点。 AI

影响 提供新的基准和训练数据,以改进用于科学发现的 AI 代理。

排序理由 该集群描述了一篇介绍数据集及其评估的新学术论文。

在 arXiv cs.AI 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

D3-Gym 数据集为 AI 科学发现提供可验证环境

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该集群描述了一篇介绍数据集及其评估的新学术论文。
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报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Hanane Nour Moussa, Yifei Li, Zhuoyang Li, Yankai Yang, Cheng Tang, Tianshu Zhang, Nesreen K. Ahmed, Ali Payani, Ziru Chen, Huan Sun ·

    D3-Gym:为数据驱动的发现构建现实世界可验证的环境

    arXiv:2604.27977v1 Announce Type: new Abstract: Despite recent progress in language models and agents for scientific data-driven discovery, further advancing their capabilities is held back by the absence of verifiable environments representing real-world scientific tasks.To fill…

  2. arXiv cs.AI TIER_1 English(EN) · Huan Sun ·

    D3-Gym:为数据驱动的发现构建现实世界可验证的环境

    Despite recent progress in language models and agents for scientific data-driven discovery, further advancing their capabilities is held back by the absence of verifiable environments representing real-world scientific tasks.To fill this gap, we introduce D3-Gym, the first automa…