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WorkBorne: Discovering Agentic Tasks from Real-World Artifact Transitions

Junyi Zhou, Yufei Wang, Qiyuan Zhang, Chuhan Wu, Zhengxi Li, Wentao Zhao, Jie Zhou, Le Tian, Zhou Xiao, Chen Ma

Preprint 2026

arXiv

SkillForgeBench: Evaluating Agent Reliability Grounded in Agent Skill Specifications

Zhengxi Li, Junyi Zhou, Qiyuan Zhang, Chuhan Wu, Fuyuan Lyu, Le Tian, Zhou Xiao, Chen Ma, Yufei Wang

Preprint 2026

arXiv

RubricBench: Aligning Model-Generated Rubrics with Human Standards

Junyi Zhou, Qiyuan Zhang, Yufei Wang, Fuyuan Lyu, Yidong Ming, Can Xu, Qingfeng Sun, Kai Zheng, Peng Kang, Xue Liu, Chen Ma

ACL 2026

PDFGitHubDataset

Reading is Not Reasoning: Bridging the Agentic Policy Gap in Vision–Text Compression

Cheng Fan, Junyi Zhou, Tingzhang Luo, RongJian Xu, Qiyanhui Lu, Mingjian Zhu, Hanting Chen, Jianyuan Guo

Preprint 2026

arXiv

Where to Apply Privilege: On-Policy Self-Distillation with Textual Privilege for Multimodal LLMs

Guoshuai Zou, Zhi Ouyang, Haichao Jiang, Minghong Zhong, Junyi Zhou, Ruixuan Wang

Preprint 2026

PDF

LLM-as-a-Judge for Reliable and Explainable Offline Evaluation in Top-K Recommendation

Yue Que, Junyi Zhou, Xiaokun Zhang, Haiming Jin, Qiao Xiang, Chen Ma

KDD · Oral 2026

arXivGitHub