A Rigorous Benchmark with Multidimensional Evaluation for Deep Research Agents: From Answers to Reports. - Yang Yao; Yixu Wang; Yuxuan Zhang; Yi Lu; Tianle Gu; Lingyu Li; Dingyi Zhao; Keming Wu; Haozhe Wang; Ping Nie; Yan Teng; Yingchun Wang (CoRR, 2025)

Beyond ADE and FDE: A Comprehensive Evaluation Framework for Safety-Critical Prediction in Multi-Agent Autonomous Driving Scenarios. - Feifei Liu; Haozhe Wang; Zejun Wei; Qirong Lu; Yiyang Wen; Xiaoyu Tang; Jingyan Jiang; Zhijian He (CoRR, 2025)