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PersonaScienceBench: Evaluating Scientific Agents with Diverse Simulated Researchers

23/10/2026 · Thành viên: TS. Dương Ngọc Tú · Nguồn: OpenAlex

Scientific agents collaborate with researchers whose expertise and preferences differ, but benchmarks usually hold the collaborator fixed. We introduce PersonaScienceBench: 200 tasks from five benc...

<p><strong>Tác giả:</strong> Siyang Wu, Weizhi Zhang, Chen Yang, Esther Xu Fei, Jorin Overwiening, Xu Pan, Jing Tang, Yixuan He, Kelvin C. Mo, Peiwen Li, Defu Cao, Xu Hu, Haixin Wang, Taoran Li, Haoming Li, Zheyuan Deng, Jingwen Zhang, Pengsong Zhang, Haichao Zhang, Guangze Luo, Yi Daniel Lu, Zihuai He, Chenxi Qiu, Dianzhuo Wang, Zhejian Peng, Shushu Liang, Wenyi Lu, Yifan Wang, Jintao Huang, Yijun Wang, Xiaomin Li, Yuexing Hao</p>

<p>Scientific agents collaborate with researchers whose expertise and preferences differ, but benchmarks usually hold the collaborator fixed. We introduce PersonaScienceBench: 200 tasks from five benchmarks across four scientific domains. Simulated researchers provide context and feedback according to persona profiles, while task objectives and grading remain fixed. Agents encounter researcher preferences only through conversation. Across eighteen modelconfigurations, task performance, fact reco...</p>

<p>📄 DOI: <a href="https://doi.org/https://doi.org/10.48550/arxiv.2610.32106" target="_blank" rel="noopener">https://doi.org/10.48550/arxiv.2610.32106</a></p>

<p>📖 <a href="https://doi.org/https://doi.org/10.48550/arxiv.2610.32106" target="_blank" rel="noopener">Xem bài báo đầy đủ</a></p>

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