Title
CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents Jiayu Liu Cheng Qian Zhaochen Su Qing Zong Shijue Huang Bingxiang He Yi R. Fung LLMAG 80 0 0 04 Nov 2025
InteractComp: Evaluating Search Agents With Ambiguous Queries Mingyi Deng Lijun Huang Yani Fan Jiayi Zhang Fashen Ren ... Xinyu Wang Xiangru Tang Nan Tang Chenglin Wu Yuyu Luo 124 1 0 28 Oct 2025
Enterprise Deep Research: Steerable Multi-Agent Deep Research for Enterprise Analytics Akshara Prabhakar Roshan Ram Zixiang Chen Silvio Savarese Frank Wang Caiming Xiong Huan Wang Weiran Yao 134 0 0 20 Oct 2025
COMPASS: A Multi-Turn Benchmark for Tool-Mediated Planning & Preference Optimization Tian Qin Felix Bai Ting-Yao Hu Raviteja Vemulapalli H. Koppula ... Bowen Jin Mert Cemri Jiarui Lu Zirui Wang Meng Cao LLMAG 123 0 0 08 Oct 2025
VitaBench: Benchmarking LLM Agents with Versatile Interactive Tasks in Real-world Applications Wei He Yueqing Sun Hongyan Hao Xueyuan Hao Zhikang Xia ... X. Su Xiaodong Cai Xunliang Cai Yu Yang Yunke Zhao 142 0 0 30 Sep 2025
RecoWorld: Building Simulated Environments for Agentic Recommender Systems Fei Liu Xinyu Lin Hanchao Yu Mingyuan Wu Jianyu Wang ... Mingze Gao Qifan Wang Lizhu Zhang Benyu Zhang Xiangjun Fan 136 2 0 12 Sep 2025
ShortageSim: Simulating Drug Shortages under Information Asymmetry Mingxuan Cui Yilan Jiang Duo Zhou Cheng Qian Yuji Zhang Q. Wang 104 0 0 01 Sep 2025