2026 · arXiv Preprint · L1 Paper Search PaperScout: An Autonomous Agent for Academic Paper Search with Process-Aware Sequence-Level Policy Optimization Tingyue Pan*, Jie Ouyang*, Mingyue Cheng†, Qingchuan Li, Zirui Liu, Mingfan Pan, Shuo Yu, Qi Liu PDF ArXiv Code
2026 · arXiv Preprint · L4 Knowledge Reasoning PaperArena: An Evaluation Benchmark for Tool-Augmented Agentic Reasoning on Scientific Literature Daoyu Wang, Mingyue Cheng†, Shuo Yu, Zirui Liu, Ze Guo, Xin Li, Qi Liu PDF ArXiv Code
2026 · arXiv Preprint · L4 Research Synthesis Mind2Report: A Cognitive Deep Research Agent for Expert-Level Commercial Report Synthesis Mingyue Cheng, Daoyu Wang, Qi Liu†, Shuo Yu, Xiaoyu Tao, Yuqian Wang, Chengzhong Chu, Yu Duan, Mingkang Long, Enhong Chen PDF ArXiv Code
2025 · arXiv Preprint · L2 Element Interpretation Benchmarking Multimodal LLMs on Recognition and Understanding over Chemical Tables Yitong Zhou, Mingyue Cheng, Qingyang Mao, Yucong Luo, Qi Liu, Yupeng Li, Xiaohan Zhang, Deguang Liu, Xin Li, Enhong Chen PDF KDD2026 Code
2025 · Under Review · L3 Information Extraction ScholarSum: Student-Teacher Abstractive Summarization via Knowledge Graph Reasoning and Reflective Refinement Anonymous authors under double-blind review PDF IJCAI2026