LongIns: A Challenging Long-context Instruction-based Exam for LLMs. - Shawn Gavin; Tuney Zheng; Jiaheng Liu; Quehry Que; Noah Wang; Jian Yang 037; Chenchen Zhang; Wenhao Huang 001; Wenhu Chen; Ge Zhang 009 (CoRR, 2024)

Towards a Unified View of Preference Learning for Large Language Models: A Survey. - Bofei Gao; Feifan Song 001; Yibo Miao; Zefan Cai; Zhe Yang 013; Liang Chen 024; Helan Hu; Runxin Xu; Qingxiu Dong; Ce Zheng; Wen Xiao; Ge Zhang 009; et al. (CoRR, 2024)

LIME: Less Is More for MLLM Evaluation. - King Zhu; Qianbo Zang; Shian Jia; Siwei Wu; Feiteng Fang; Yizhi Li; Shawn Gavin; Tuney Zheng; Jiawei Guo; Bo Li 080; Haoning Wu; Xingwei Qu; et al. (CoRR, 2024)

OmniBench: Towards The Future of Universal Omni-Language Models. - Yizhi Li; Ge Zhang 009; Yinghao Ma; Ruibin Yuan; Kang Zhu; Hangyu Guo; Yiming Liang; Jiaheng Liu; Jian Yang 037; Siwei Wu; Xingwei Qu; Jinjie Shi; et al. (CoRR, 2024)

KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks. - Kaijing Ma; Xinrun Du; Yunran Wang; Haoran Zhang 013; Zhoufutu Wen; Xingwei Qu; Jian Yang 037; Jiaheng Liu; Minghao Liu 003; Xiang Yue; Wenhao Huang 001; Ge Zhang 009 (CoRR, 2024)

Aligning CodeLLMs with Direct Preference Optimization. - Yibo Miao; Bofei Gao; Shanghaoran Quan; Junyang Lin; Daoguang Zan; Jiaheng Liu; Jian Yang 037; Tianyu Liu 001; Zhijie Deng (CoRR, 2024)

AutoKaggle: A Multi-Agent Framework for Autonomous Data Science Competitions. - Ziming Li; Qianbo Zang; David Ma; Jiawei Guo; Tuney Zheng; Minghao Liu 003; Xinyao Niu; Yue Wang; Jian Yang 037; Jiaheng Liu; Wanjun Zhong; Wangchunshu Zhou; et al. (CoRR, 2024)

Next Token Prediction Towards Multimodal Intelligence: A Comprehensive Survey. - Liang Chen 024; Zekun Wang; Shuhuai Ren; Lei Li 039; Haozhe Zhao; Yunshui Li; Zefan Cai; Hongcheng Guo; Lei Zhang 201; Yizhe Xiong; Yichi Zhang 010; Ruoyu Wu; et al. (CoRR, 2024)

LIME: Less Is More for MLLM Evaluation. - King Zhu; Qianbo Zang; Shian Jia; Siwei Wu; Feiteng Fang; Yizhi Li; Shuyue Guo; Tianyu Zheng; Jiawei Guo; Bo Li 080; Haoning Wu; Xingwei Qu; et al. (ACL (Findings), 2025)

Breaking Size Barrier: Enhancing Reasoning for Large-Size Table Question Answering. - Xianjie Wu; Di Liang; Jian Yang 037; Xianfu Cheng; Linzheng Chai; Tongliang Li; Liqun Yang; Zhoujun Li 001 (DASFAA (2), 2025)

SampleMix: A Sample-wise Pre-training Data Mixing Strategy by Coordinating Data Quality and Diversity. - Xiangyu Xi; Deyang Kong; Jian Yang 037; Jiawei Yang; Zhengyu Chen; Wei Wang 225; Jingang Wang; Xunliang Cai; Shikun Zhang; Wei Ye 004 (EMNLP (Findings), 2025)

T2R-BENCH: A Benchmark for Real World Table-to-Report Task. - Jie Zhang; Changzai Pan; Sishi Xiong; Kaiwen Wei; Yu Zhao 007; Xiangyu Li; Jiaxin Peng; Xiaoyan Gu; Jian Yang 037; Wenhan Chang; Zhenhe Wu; Jiang Zhong; et al. (EMNLP, 2025)

Turning the Tide: Repository-based Code Reflection. - Wei Zhang 021; Jian Yang 037; Jiaxi Yang 004; Ya Wang; Zhoujun Li 001; Zeyu Cui; Binyuan Hui; Junyang Lin (EMNLP (Findings), 2025)

OAgents: An Empirical Study of Building Effective Agents. - He Zhu; Tianrui Qin; King Zhu; Heyuan Huang; Yeyi Guan; Jinxiang Xia; Hanhao Li; Yi Yao; Ningning Wang; Pai Liu; Tianhao Peng; Xin Gui; et al. (EMNLP (Findings), 2025)

KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks. - Kaijing Ma; Xeron Du; Yunran Wang; Haoran Zhang 013; Zhoufutu Wen; Xingwei Qu; Jian Yang 037; Jiaheng Liu; Minghao Liu 003; Xiang Yue; Wenhao Huang 001; Ge Zhang 009 (ICLR, 2025)

KORGym: A Dynamic Game Platform for LLM Reasoning Evaluation. - Jiajun Shi; Jian Yang 037; Jiaheng Liu; Xingyuan Bu; Jiangjie Chen; Junting Zhou; Kaijing Ma; Zhoufutu Wen; Bingli Wang; Yancheng He; Liang Song; Hualei Zhu; et al. (NeurIPS, 2025)

CodeCriticBench: A Holistic Code Critique Benchmark for Large Language Models. - Alexander Zhang; Marcus Dong; Jiaheng Liu; Wei Zhang 021; Yejie Wang; Jian Yang 037; Ge Zhang 009; Tianyu Liu 001; Zhongyuan Peng; Yingshui Tan; Yuanxing Zhang; Zhexu Wang; et al. (CoRR, 2025)

SampleMix: A Sample-wise Pre-training Data Mixing Strategey by Coordinating Data Quality and Diversity. - Xiangyu Xi; Deyang Kong; Jian Yang 037; Jiawei Yang; Zhengyu Chen; Wei Wang 225; Jingang Wang; Xunliang Cai; Shikun Zhang; Wei Ye 004 (CoRR, 2025)

YuE: Scaling Open Foundation Models for Long-Form Music Generation. - Ruibin Yuan; Hanfeng Lin; Shuyue Guo; Ge Zhang 009; Jiahao Pan; Yongyi Zang; Haohe Liu; Yiming Liang; Wenye Ma; Xingjian Du; Xinrun Du; Zhen Ye 006; et al. (CoRR, 2025)

A Comprehensive Survey on Long Context Language Modeling. - Jiaheng Liu; Dawei Zhu; Zhiqi Bai; Yancheng He; Huanxuan Liao; Haoran Que; Zekun Wang; Chenchen Zhang; Ge Zhang 009; Jiebin Zhang; Yuanxing Zhang; Zhuo Chen; et al. (CoRR, 2025)

Table-R1: Region-based Reinforcement Learning for Table Understanding. - Zhenhe Wu; Jian Yang 037; Jiaheng Liu; Xianjie Wu; Changzai Pan; Jie Zhang; Yu Zhao 007; Shuangyong Song; Yongxiang Li; Zhoujun Li 001 (CoRR, 2025)

KORGym: A Dynamic Game Platform for LLM Reasoning Evaluation. - Jiajun Shi; Jian Yang 037; Jiaheng Liu; Xingyuan Bu; Jiangjie Chen; Junting Zhou; Kaijing Ma; Zhoufutu Wen; Bingli Wang; Yancheng He; Liang Song; Hualei Zhu; et al. (CoRR, 2025)

Beyond Safe Answers: A Benchmark for Evaluating True Risk Awareness in Large Reasoning Models. - Baihui Zheng; Boren Zheng; Kerui Cao; Yingshui Tan; Zhendong Liu; Weixun Wang; Jiaheng Liu; Jian Yang 037; Wenbo Su; Xiaoyong Zhu; Bo Zheng 007; Kaifu Zhang (CoRR, 2025)

USB: A Comprehensive and Unified Safety Evaluation Benchmark for Multimodal Large Language Models. - Baolin Zheng; Guanlin Chen; Hongqiong Zhong; Qingyang Teng; Yingshui Tan; Zhendong Liu; Weixun Wang; Jiaheng Liu; Jian Yang 037; Huiyun Jing; Jincheng Wei; Wenbo Su; et al. (CoRR, 2025)

TaskCraft: Automated Generation of Agentic Tasks. - Dingfeng Shi; Jingyi Cao; Qianben Chen; Weichen Sun; Weizhen Li; Hongxuan Lu; Fangchen Dong; Tianrui Qin; King Zhu; Minghao Liu 003; Jian Yang 037; Ge Zhang 009; et al. (CoRR, 2025)

Scaling Test-time Compute for LLM Agents. - King Zhu; Hanhao Li; Siwei Wu; Tianshun Xing; Dehua Ma; Xiangru Tang; Minghao Liu 003; Jian Yang 037; Jiaheng Liu; Yuchen Eleanor Jiang; Changwang Zhang; Chenghua Lin 002; et al. (CoRR, 2025)

OAgents: An Empirical Study of Building Effective Agents. - He Zhu; Tianrui Qin; King Zhu; Heyuan Huang; Yeyi Guan; Jinxiang Xia; Yi Yao; Hanhao Li; Ningning Wang; Pai Liu; Tianhao Peng; Xin Gui; et al. (CoRR, 2025)

A Survey on Latent Reasoning. - Ruijie Zhu 003; Tianhao Peng; Tianhao Cheng; Xingwei Qu; Jinfa Huang; Dawei Zhu; Hao Wang; Kaiwen Xue; Xuanliang Zhang; Yong Shan; Tianle Cai; Taylor Kergan; et al. (CoRR, 2025)

KAT-V1: Kwai-AutoThink Technical Report. - Zizheng Zhan; Ken Deng; Huaixi Tang; Wen Xiang; Kun Wu; Weihao Li; Wenqiang Zhu; Jingxuan Xu; Lecheng Huang; Zong-Xian Feng; Shaojie Wang; Shangpeng Yan; et al. (CoRR, 2025)

IFEvalCode: Controlled Code Generation. - Jian Yang 037; Wei Zhang 021; Shukai Liu; Linzheng Chai; Yingshui Tan; Jiaheng Liu; Ge Zhang 009; Wangchunshu Zhou; Guanglin Niu; Zhoujun Li 001; Binyuan Hui; Junyang Lin (CoRR, 2025)

Efficient Agents: Building Effective Agents While Reducing Cost. - Ningning Wang; Xavier Hu; Pai Liu; He Zhu; Yue Hou; Heyuan Huang; Shengyu Zhang; Jian Yang 037; Jiaheng Liu; Ge Zhang 009; Changwang Zhang; Jun Wang; et al. (CoRR, 2025)

Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL. - Weizhen Li; Jianbo Lin; Zhuosong Jiang; Jingyi Cao; Xinpeng Liu; Jiayu Zhang; Zhenqiang Huang; Qianben Chen; Weichen Sun; Qiexiang Wang; Hongxuan Lu; Tianrui Qin; et al. (CoRR, 2025)

MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents. - Shilong Li; Xingyuan Bu; Wenjie Wang; Jiaheng Liu; Jun Dong; Haoyang He; Hao Lu; Haozhe Zhang; Chenchen Jing; Zhen Li 026; Chuanhao Li 001; Jiayi Tian; et al. (CoRR, 2025)

TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling. - Yizhi Li; Qingshui Gu; Zhoufutu Wen; Ziniu Li; Tianshun Xing; Shuyue Guo; Tianyu Zheng; Xin Zhou 012; Xingwei Qu; Wangchunshu Zhou; Zheng Zhang 001; Wei Shen; et al. (CoRR, 2025)

OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs. - Caorui Li; Yu Chen 037; Yiyan Ji; Jin Xu 010; Zhenyu Cui; Shihao Li; Yuanxing Zhang; Jiafu Tang; Zhenghao Song; Dingling Zhang; Ying He; Haoxiang Liu; et al. (CoRR, 2025)

A2FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning. - Qianben Chen; Jingyi Cao; Jiayu Zhang; Tianrui Qin; Xiaowan Li; King Zhu; Dingfeng Shi; He Zhu; Minghao Liu 003; Xiaobo Liang; Xin Gui; Ge Zhang 009; et al. (CoRR, 2025)

Scaling Latent Reasoning via Looped Language Models. - Rui-Jie Zhu 003; Zixuan Wang; Kai Hua; Tianyu Zhang; Ziniu Li; Haoran Que; Boyi Wei; Zixin Wen; Fan Yin; He Xing; Lu Li; Jiajun Shi; et al. (CoRR, 2025)

MVU-Eval: Towards Multi-Video Understanding Evaluation for Multimodal LLMs. - Tianhao Peng; Haochen Wang; Yuanxing Zhang; Zekun Wang; Zili Wang; Ge Zhang 009; Jian Yang 037; Shihao Li; Yanghai Wang; Xintao Wang 002; Houyi Li; Wei Ji 011; et al. (CoRR, 2025)

From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligence. - Jian Yang 037; Xianglong Liu 001; Weifeng Lv; Ken Deng; Shawn Guo; Lin Jing; Yizhi Li; Shark Liu; Xianzhen Luo; Yuyu Luo; Changzai Pan; Ensheng Shi; et al. (CoRR, 2025)

AI Deception: Risks, Dynamics, and Controls. - Boyuan Chen 008; Sitong Fang; Jiaming Ji; Yanxu Zhu; Pengcheng Wen; Jinzhou Wu; Yingshui Tan; Boren Zheng; Mengying Yuan; Wenqi Chen; Donghai Hong; Alex Qiu; et al. (CoRR, 2025)

Multi-Docker-Eval: A 'Shovel of the Gold Rush' Benchmark on Automatic Environment Building for Software Engineering. - Kelin Fu; Tianyu Liu 001; Zeyu Shang; Yingwei Ma; Jian Yang 037; Jiaheng Liu; Kaigui Bian (CoRR, 2025)

NL2Repo-Bench: Towards Long-Horizon Repository Generation Evaluation of Coding Agents. - Jingzhe Ding; Shengda Long; Changxin Pu; Huan Zhou; Hongwan Gao; Xiang Gao 017; Chao He; Yue Hou; Fei Hu; Zhaojian Li; Weiran Shi; Zaiyuan Wang; et al. (CoRR, 2025)

CodeSimpleQA: Scaling Factuality in Code Large Language Models. - Jian Yang 037; Wei Zhang 021; Yizhi Li; Shawn Guo; Haowen Wang; Aishan Liu; Ge Zhang 009; Zili Wang; Zhoujun Li 001; Xianglong Liu 001; Weifeng Lv (CoRR, 2025)

COIG-P: A High-Quality and Large-Scale Chinese Preference Dataset for Alignment with Human Values. - Siwei Wu; JinCheng Ren; Xeron Du; Shuyue Guo; Xingwei Qu; Yiming Liang; Jie Liu 047; Yunwen Li; Tyler Loakman; Tianyu Zheng; Boyu Feng; Huaqing Yuan; et al. (EACL (Findings), 2026)

Large-Scale Terminal Agentic Trajectory Generation from Dockerized Environments. - Siwei Wu; Yizhi Li; Yuyang Song; Wei Zhang 021; Yang Wang 015; Riza Batista-Navarro; Xian Yang; Mingjie Tang; Bryan Dai; Jian Yang 037; Chenghua Lin 002 (CoRR, 2026)

WorldTravel: A Realistic Multimodal Travel-Planning Benchmark with Tightly Coupled Constraints. - Zexuan Wang; Chenghao Yang; Yingqi Que; Zhenzhu Yang; Huaqing Yuan; Yiwen Wang; Zhengxuan Jiang; Shengjie Fang; Zhenhe Wu; Zhaohui Wang; Zhixin Yao; Jiashuo Liu; et al. (CoRR, 2026)

Search More, Think Less: Rethinking Long-Horizon Agentic Search for Efficiency and Generalization. - Qianben Chen; Tianrui Qin; King Zhu; Qiexiang Wang; Chengjun Yu; Shu Xu; Jiaqi Wu; Jiayu Zhang; Xinpeng Liu; Xin Gui; Jingyi Cao; Piaohong Wang; et al. (CoRR, 2026)

InCoder-32B: Code Foundation Model for Industrial Scenarios. - Jian Yang 037; Wei Zhang; Jiajun Wu; Junhang Cheng; Shawn Guo; Haowen Wang; Weicheng Gu; Yaxin Du; Joseph Li; Fanglin Xu; Yizhi Li; Lin Jing; et al. (CoRR, 2026)

InCoder-32B-Thinking: Industrial Code World Model for Thinking. - Jian Yang 037; Wei Zhang; Jiajun Wu; Junhang Cheng; Tuney Zheng; Fanglin Xu; Weicheng Gu; Lin Jing; Yaxin Du; Joseph Li; Yizhi Li; Yan Xing; et al. (CoRR, 2026)

A Self-Evolving Framework for Efficient Terminal Agents via Observational Context Compression. - Jincheng Ren; Siwei Wu; Yizhi Li; Kang Zhu; Shu Xu; Boyu Feng; Ruibin Yuan; Wei Zhang 021; Riza Batista-Navarro; Jian Yang 037; Chenghua Lin 002 (CoRR, 2026)