2026 · arXiv Preprint · L1 Paper Search ScholarQuest: A Taxonomy-Guided Benchmark for Agentic Academic Paper Search in Open Literature Environments Tingyue Pan, Mingyue Cheng†, Daoyu Wang, Yitong Zhou, Jie Ouyang, Qi Liu, Enhong Chen PDF ArXiv Code Scholar
2026 · Preprint · Geological Reasoning GeoDecider: An Evidence-Grounded Agent for Geological Interpretation via Deliberative Reasoning Xiaoyu Tao, Mingyue Cheng, Jiahao Wang, Yitong Zhou, Qingyang Mao, Yimin Dou, Qi Liu, Shijin Wang, Enhong Chen PDF v1 ArXiv v1
2026 · arXiv Preprint · Lithology Classification GeoMind: An Agentic Workflow for Lithology Classification with Reasoned Tool Invocation Mingyue Cheng, Yitong Zhou, Jiahao Wang, Qingyang Mao, Qi Liu PDF ArXiv
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 DeepResearch 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 · KDD 2026 Accepted · 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 · IJCAI 2026 Accepted · L3 Information Extraction ScholarSum: Student-Teacher Abstractive Summarization via Knowledge Graph Reasoning and Reflective Refinement Bohou Zhang*, Xiaoyu Tao*, Mingyue Cheng†, Huijie Liu, Qi Liu PDF IJCAI2026