MIND: From Passive Mimicry to Active Reasoning through Capability-Aware Multi-Perspective CoT Distillation. - Jin Cui; Jiaqi Guo; Jiepeng Zhou; Ruixuan Yang; Jiayi Lu; Jiajun Xu; Jiangcheng Song; Boran Zhao; Pengju Ren (ACL (1), 2026)

"The Whole Is Greater Than the Sum of Its Parts": A Compatibility-Aware Multi-Teacher CoT Distillation Framework. - Jin Cui; Jiaqi Guo; Jiepeng Zhou; Ruixuan Yang; Jiayi Lu; Jiajun Xu; Jiangcheng Song; Boran Zhao; Pengju Ren (CoRR, 2026)

BrowseComp-V3: A Visual, Vertical, and Verifiable Benchmark for Multimodal Browsing Agents. - Huanyao Zhang; Jiepeng Zhou; Bo Li 026; Bowen Zhou; Yanzhe Shan; Haishan Lu; Zhiyong Cao; Jiaoyang Chen; Yuqian Han; Zinan Sheng; Zhengwei Tao; Hao Liang 017; et al. (CoRR, 2026)