Predicting Salient Face in Multiple-Face Videos. - Yufan Liu 001; Songyang Zhang 001; Mai Xu; Xuming He 001 (CVPR, 2017)

Generalization Tower Network: A Novel Deep Neural Network Architecture for Multi-Task Learning. - Yuhang Song 001; Mai Xu; Songyang Zhang 001; Liangyu Huo (CoRR, 2017)

A Dual Attention Network with Semantic Embedding for Few-Shot Learning. - Shipeng Yan; Songyang Zhang 001; Xuming He 001 (AAAI, 2019)

Dynamic Context Correspondence Network for Semantic Alignment. - Shuaiyi Huang; Qiuyue Wang; Songyang Zhang 001; Shipeng Yan; Xuming He 001 (ICCV, 2019)

LatentGNN: Learning Efficient Non-local Relations for Visual Recognition. - Songyang Zhang 001; Xuming He 001; Shipeng Yan (ICML, 2019)

Part-Aware Prototype Network for Few-Shot Semantic Segmentation. - Yongfei Liu; Xiangyi Zhang; Songyang Zhang 001; Xuming He 001 (ECCV (9), 2020)

Transformer with Bidirectional Decoder for Speech Recognition. - Xi Chen; Songyang Zhang 001; Dandan Song; Peng Ouyang; Shouyi Yin (INTERSPEECH, 2020)

Bipartite Graph Network With Adaptive Message Passing for Unbiased Scene Graph Generation. - Rongjie Li; Songyang Zhang 001; Bo Wan; Xuming He 001 (CVPR, 2021)

Distribution Alignment: A Unified Framework for Long-Tail Visual Recognition. - Songyang Zhang 001; Zeming Li; Shipeng Yan; Xuming He 001; Jian Sun 001 (CVPR, 2021)

Learning Implicit Temporal Alignment for Few-shot Video Classification. - Songyang Zhang 001; Jiale Zhou; Xuming He 001 (IJCAI, 2021)

An EM Framework for Online Incremental Learning of Semantic Segmentation. - Shipeng Yan; Jiale Zhou; Jiangwei Xie; Songyang Zhang 001; Xuming He 001 (ACM Multimedia, 2021)

Dynamic Grained Encoder for Vision Transformers. - Lin Song 002; Songyang Zhang 001; Songtao Liu; Zeming Li; Xuming He 001; Hongbin Sun 001; Jian Sun 001; Nanning Zheng 001 (NeurIPS, 2021)

Workshop on Autonomous Driving at CVPR 2021: Technical Report for Streaming Perception Challenge. - Songyang Zhang 001; Lin Song 002; Songtao Liu; Zheng Ge; Zeming Li; Xuming He 001; Jian Sun 001 (CoRR, 2021)

Action Quality Assessment with Temporal Parsing Transformer. - Yang Bai; Desen Zhou; Songyang Zhang 001; Jian Wang 066; Errui Ding; Yu Guan 001; Yang Long 001; Jingdong Wang 001 (ECCV (4), 2022)

Learning Semantic Correspondence with Sparse Annotations. - Shuaiyi Huang; Luyu Yang; Bo He 004; Songyang Zhang 001; Xuming He 001; Abhinav Shrivastava (ECCV (14), 2022)

Robust Temporally-Coherent Strategy for Few-shot Video Instance Segmentation. - Qiuyue Wang; Songyang Zhang 001; Xuming He 001 (ICIP, 2022)

Budget-aware Few-shot Learning via Graph Convolutional Network. - Shipeng Yan; Songyang Zhang 001; Xuming He 001 (CoRR, 2022)

RIFormer: Keep Your Vision Backbone Effective But Removing Token Mixer. - Jiahao Wang; Songyang Zhang 001; Yong Liu 033; Taiqiang Wu; Yujiu Yang; Xihui Liu; Kai Chen 026; Ping Luo 002; Dahua Lin (CVPR, 2023)

Improving Pixel-based MIM by Reducing Wasted Modeling Capability. - Yuan Liu 025; Songyang Zhang 001; Jiacheng Chen; Zhaohui Yu; Kai Chen 026; Dahua Lin (ICCV, 2023)

TG-VQA: Ternary Game of Video Question Answering. - Hao Li 073; Peng Jin 001; Zesen Cheng; Songyang Zhang 001; Kai Chen 026; Zhennan Wang 001; Chang Liu 030; Jie Chen 001 (IJCAI, 2023)

Temporal Segment Transformer for Action Segmentation. - Zhichao Liu; Leshan Wang; Desen Zhou; Jian Wang 066; Songyang Zhang 001; Yang Bai; Errui Ding; Rui Fan (CoRR, 2023)

RIFormer: Keep Your Vision Backbone Effective While Removing Token Mixer. - Jiahao Wang; Songyang Zhang 001; Yong Liu 033; Taiqiang Wu; Yujiu Yang; Xihui Liu; Kai Chen 026; Ping Luo 002; Dahua Lin (CoRR, 2023)

Learning Referring Video Object Segmentation from Weak Annotation. - Wangbo Zhao; Kepan Nan; Songyang Zhang 001; Kai Chen 026; Dahua Lin; Yang You 001 (CoRR, 2023)

InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition. - Pan Zhang 001; Xiaoyi Dong; Bin Wang 065; Yuhang Cao; Chao Xu; Linke Ouyang; Zhiyuan Zhao; Shuangrui Ding; Songyang Zhang 001; Haodong Duan; Wenwei Zhang; Hang Yan 001; et al. (CoRR, 2023)

LawBench: Benchmarking Legal Knowledge of Large Language Models. - Zhiwei Fei; Xiaoyu Shen 001; Dawei Zhu; Fengzhe Zhou; Zhuo Han; Songyang Zhang 001; Kai Chen 026; Zongwen Shen; Jidong Ge (CoRR, 2023)

T-Eval: Evaluating the Tool Utilization Capability Step by Step. - Zehui Chen; Weihua Du; Wenwei Zhang; Kuikun Liu; Jiangning Liu; Miao Zheng; Jingming Zhuo; Songyang Zhang 001; Dahua Lin; Kai Chen 026; Feng Zhao 004 (CoRR, 2023)

T-Eval: Evaluating the Tool Utilization Capability of Large Language Models Step by Step. - Zehui Chen; Weihua Du; Wenwei Zhang; Kuikun Liu; Jiangning Liu; Miao Zheng; Jingming Zhuo; Songyang Zhang 001; Dahua Lin; Kai Chen 026; Feng Zhao 004 (ACL (1), 2024)

LLaST: Improved End-to-end Speech Translation System Leveraged by Large Language Models. - Xi Chen; Songyang Zhang 001; Qibing Bai; Kai Chen 026; Satoshi Nakamura (ACL (Findings), 2024)

MathBench: Evaluating the Theory and Application Proficiency of LLMs with a Hierarchical Mathematics Benchmark. - Hongwei Liu; Zilong Zheng; Yuxuan Qiao; Haodong Duan; Zhiwei Fei; Fengzhe Zhou; Wenwei Zhang; Songyang Zhang 001; Dahua Lin; Kai Chen 026 (ACL (Findings), 2024)

Benchmarking Chinese Commonsense Reasoning of LLMs: From Chinese-Specifics to Reasoning-Memorization Correlations. - Jiaxing Sun 001; Weiquan Huang; Jiang Wu 003; Chenya Gu; Wei Li 044; Songyang Zhang 001; Hang Yan 001; Conghui He (ACL (1), 2024)

From Pixels to Graphs: Open-Vocabulary Scene Graph Generation with Vision-Language Models. - Rongjie Li; Songyang Zhang 001; Dahua Lin; Kai Chen 026; Xuming He 001 (CVPR, 2024)

MMBench: Is Your Multi-modal Model an All-Around Player? - Yuan Liu 025; Haodong Duan; Yuanhan Zhang; Bo Li 080; Songyang Zhang 001; Wangbo Zhao; Yike Yuan; Jiaqi Wang 003; Conghui He; Ziwei Liu 002; Kai Chen 026; Dahua Lin (ECCV (6), 2024)

LawBench: Benchmarking Legal Knowledge of Large Language Models. - Zhiwei Fei; Xiaoyu Shen 001; Dawei Zhu; Fengzhe Zhou; Zhuo Han; Alan Huang; Songyang Zhang 001; Kai Chen 026; Zhixin Yin; Zongwen Shen; Jidong Ge; Vincent Ng 001 (EMNLP, 2024)

ProSA: Assessing and Understanding the Prompt Sensitivity of LLMs. - Jingming Zhuo; Songyang Zhang 001; Xinyu Fang; Haodong Duan; Dahua Lin; Kai Chen 026 (EMNLP (Findings), 2024)

BotChat: Evaluating LLMs' Capabilities of Having Multi-Turn Dialogues. - Haodong Duan; Jueqi Wei; Chonghua Wang; Hongwei Liu; Yixiao Fang; Songyang Zhang 001; Dahua Lin; Kai Chen 026 (NAACL-HLT (Findings), 2024)

Ada-LEval: Evaluating long-context LLMs with length-adaptable benchmarks. - Chonghua Wang; Haodong Duan; Songyang Zhang 001; Dahua Lin; Kai Chen 026 (NAACL-HLT, 2024)

Fake Alignment: Are LLMs Really Aligned Well? - Yixu Wang; Yan Teng 002; Kexin Huang; Chengqi Lyu; Songyang Zhang 001; Wenwei Zhang; Xingjun Ma; Yu-Gang Jiang 001; Yu Qiao 001; Yingchun Wang (NAACL-HLT, 2024)

InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD. - Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Yuhang Cao; Bin Wang 065; Linke Ouyang; Songyang Zhang 001; Haodong Duan; Wenwei Zhang; Yining Li; Hang Yan 001; Yang Gao 042; et al. (NeurIPS, 2024)

Prism: A Framework for Decoupling and Assessing the Capabilities of VLMs. - Yuxuan Qiao; Haodong Duan; Xinyu Fang; Junming Yang 001; Lin Chen 026; Songyang Zhang 001; Jiaqi Wang 003; Dahua Lin; Kai Chen 026 (NeurIPS, 2024)

GTA: A Benchmark for General Tool Agents. - Jize Wang; Zerun Ma; Yining Li; Songyang Zhang 001; Cailian Chen; Kai Chen 026; Xinyi Le (NeurIPS, 2024)

HuixiangDou: Overcoming Group Chat Scenarios with LLM-based Technical Assistance. - Huanjun Kong; Songyang Zhang 001; Kai Chen 026 (CoRR, 2024)

InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model. - Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Yuhang Cao; Bin Wang 065; Linke Ouyang; Xilin Wei; Songyang Zhang 001; Haodong Duan; Maosong Cao; Wenwei Zhang; Yining Li; et al. (CoRR, 2024)

InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoning. - Huaiyuan Ying; Shuo Zhang 022; Linyang Li; Zhejian Zhou; Yunfan Shao; Zhaoye Fei; Yichuan Ma; Jiawei Hong; Kuikun Liu; Ziyi Wang 006; Yudong Wang 002; Zijian Wu 002; et al. (CoRR, 2024)

Adapting LLaMA Decoder to Vision Transformer. - Jiahao Wang; Wenqi Shao; Mengzhao Chen; Chengyue Wu; Yong Liu 033; Kaipeng Zhang; Songyang Zhang 001; Kai Chen 026; Ping Luo 002 (CoRR, 2024)

FoundaBench: Evaluating Chinese Fundamental Knowledge Capabilities of Large Language Models. - Wei Li 044; Ren Ma; Jiang Wu 003; Chenya Gu; Jiahui Peng; Jinyang Len; Songyang Zhang 001; Hang Yan 001; Dahua Lin; Conghui He (CoRR, 2024)

InternLM-Law: An Open Source Chinese Legal Large Language Model. - Zhiwei Fei; Songyang Zhang 001; Xiaoyu Shen 001; Dawei Zhu; Xiao Wang 042; Maosong Cao; Fengzhe Zhou; Yining Li; Wenwei Zhang; Dahua Lin; Kai Chen 026; Jidong Ge (CoRR, 2024)

InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output. - Pan Zhang 001; Xiaoyi Dong; Yuhang Zang; Yuhang Cao; Rui Qian 001; Lin Chen 026; Qipeng Guo; Haodong Duan; Bin Wang 065; Linke Ouyang; Songyang Zhang 001; Wenwei Zhang; et al. (CoRR, 2024)

CIBench: Evaluating Your LLMs with a Code Interpreter Plugin. - Songyang Zhang 001; Chuyu Zhang; Yingfan Hu; Haowen Shen; Kuikun Liu; Zerun Ma; Fengzhe Zhou; Wenwei Zhang; Xuming He 001; Dahua Lin; Kai Chen 026 (CoRR, 2024)

NeedleBench: Can LLMs Do Retrieval and Reasoning in 1 Million Context Window? - Mo Li 012; Songyang Zhang 001; Yunxin Liu; Kai Chen 026 (CoRR, 2024)

HelloBench: Evaluating Long Text Generation Capabilities of Large Language Models. - Haoran Que; Feiyu Duan; Liqun He; Yutao Mou; Wangchunshu Zhou; Jiaheng Liu; Wenge Rong; Zekun Moore Wang; Jian Yang 030; Ge Zhang 009; Junran Peng; Zhaoxiang Zhang 001; et al. (CoRR, 2024)

CompassJudger-1: All-in-one Judge Model Helps Model Evaluation and Evolution. - Maosong Cao; Alexander Lam; Haodong Duan; Hongwei Liu; Songyang Zhang 001; Kai Chen 026 (CoRR, 2024)

Are Your LLMs Capable of Stable Reasoning? - Junnan Liu; Hongwei Liu; Linchen Xiao; Ziyi Wang 006; Kuikun Liu; Songyang Gao; Wenwei Zhang; Songyang Zhang 001; Kai Chen 026 (CoRR, 2024)

PixMIM: Rethinking Pixel Reconstruction in Masked Image Modeling. - Yuan Liu 025; Songyang Zhang 001; Jiacheng Chen; Kai Chen 026; Dahua Lin (Trans. Mach. Learn. Res., 2024)

SGTR+: End-to-End Scene Graph Generation With Transformer. - Rongjie Li; Songyang Zhang 001; Xuming He 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

UrBench: A Comprehensive Benchmark for Evaluating Large Multimodal Models in Multi-View Urban Scenarios. - Baichuan Zhou; Haote Yang; Dairong Chen; Junyan Ye; Tianyi Bai; Jinhua Yu; Songyang Zhang 001; Dahua Lin; Conghui He; Weijia Li (AAAI, 2025)

Capability Salience Vector: Fine-grained Alignment of Loss and Capabilities for Downstream Task Scaling Law. - Qiming Ge; Shuhao Xing; Songyang Gao; Yunhua Zhou; Yicheng Zou; Songyang Zhang 001; Zhi Chen 006; Hang Yan 001; Qi Zhang 001; Qipeng Guo; Kai Chen 026 (ACL (1), 2025)

Condor: Enhance LLM Alignment with Knowledge-Driven Data Synthesis and Refinement. - Maosongcao Maosongcao; Taolin Zhang 003; Mo Li 012; Chuyu Zhang; Yunxin Liu; Conghui He; Haodong Duan; Songyang Zhang 001; Kai Chen 026 (ACL (1), 2025)

OpenHuEval: Evaluating Large Language Model on Hungarian Specifics. - Haote Yang; Xingjian Wei; Jiang Wu 003; Noémi Ligeti-Nagy; Jiaxing Sun 001; Yinfan Wang; Zijian Gyozo Yang; Junyuan Gao; Jingchao Wang; Bowen Jiang; Shasha Wang; Nanjun Yu; et al. (ACL (Findings), 2025)

InternLM-Law: An Open-Sourced Chinese Legal Large Language Model. - Zhiwei Fei; Songyang Zhang 001; Xiaoyu Shen 001; Dawei Zhu; Xiao Wang 042; Jidong Ge; Vincent Ng 001 (COLING, 2025)

NeedleBench: Evaluating LLM Retrieval and Reasoning Across Varying Information Densities. - Mo Li 012; Songyang Zhang 001; Taolin Zhang 003; Haodong Duan; Yunxin Liu; Kai Chen 026 (Trans. Mach. Learn. Res., 2025)

Condor: Enhance LLM Alignment with Knowledge-Driven Data Synthesis and Refinement. - Maosong Cao; Taolin Zhang 003; Mo Li 012; Chuyu Zhang; Yunxin Liu; Haodong Duan; Songyang Zhang 001; Kai Chen 026 (CoRR, 2025)

LiT: Delving into a Simplified Linear Diffusion Transformer for Image Generation. - Jiahao Wang; Ning Kang 001; Lewei Yao; Mengzhao Chen; Chengyue Wu; Songyang Zhang 001; Shuchen Xue; Yong Liu 033; Taiqiang Wu; Xihui Liu; Kaipeng Zhang; Shifeng Zhang; et al. (CoRR, 2025)

Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning. - Chengqi Lyu; Songyang Gao; Yuzhe Gu; Wenwei Zhang; Jianfei Gao 003; Kuikun Liu; Ziyi Wang 006; Shuaibin Li; Qian Zhao; Haian Huang; Weihan Cao; Jiangning Liu; et al. (CoRR, 2025)

PM4Bench: A Parallel Multilingual Multi-Modal Multi-task Benchmark for Large Vision Language Model. - Junyuan Gao; Jiahe Song; Jiang Wu 003; Runchuan Zhu; Guanlin Shen; Shasha Wang; Xingjian Wei; Haote Yang; Songyang Zhang 001; Weijia Li; Bin Wang 065; Dahua Lin; et al. (CoRR, 2025)

Evaluating Large Language Model with Knowledge Oriented Language Specific Simple Question Answering. - Bowen Jiang; Runchuan Zhu; Jiang Wu 003; Zinco Jiang; Yifan He; Junyuan Gao; Jia Yu; Rui Min; Yinfan Wang; Haote Yang; Songyang Zhang 001; Dahua Lin; et al. (CoRR, 2025)

Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective. - Junnan Liu; Hongwei Liu; Linchen Xiao; Shudong Liu 007; Taolin Zhang 003; Zihan Ma 010; Songyang Zhang 001; Kai Chen 026 (CoRR, 2025)

Coding Triangle: How Does Large Language Model Understand Code? - Taolin Zhang 003; Zihan Ma 010; Maosong Cao; Junnan Liu; Songyang Zhang 001; Kai Chen 026 (CoRR, 2025)

Rethinking Verification for LLM Code Generation: From Generation to Testing. - Zihan Ma 010; Taolin Zhang 003; Maosong Cao; Junnan Liu; Wenwei Zhang; Minnan Luo; Songyang Zhang 001; Kai Chen 026 (CoRR, 2025)

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards. - Taolin Zhang 003; Maosong Cao; Alexander Lam; Songyang Zhang 001; Kai Chen 026 (CoRR, 2025)

Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination. - Mingqi Wu; Zhihao Zhang 002; Qiaole Dong; Zhiheng Xi; Jun Zhao 019; Senjie Jin; Xiaoran Fan; Yuhao Zhou 005; Yanwei Fu 001; Qin Liu 010; Songyang Zhang 001; Qi Zhang 001 (CoRR, 2025)

CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward. - Shudong Liu 007; Hongwei Liu; Junnan Liu; Linchen Xiao; Songyang Gao; Chengqi Lyu; Yuzhe Gu; Wenwei Zhang; Derek F. Wong; Songyang Zhang 001; Kai Chen 026 (CoRR, 2025)

Dissecting Tool-Integrated Reasoning: An Empirical Study and Analysis. - Yufeng Zhao; Junnan Liu; Hongwei Liu; Dongsheng Zhu; Yuan Shen; Songyang Zhang 001; Kai Chen 026 (CoRR, 2025)

InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency. - Weiyun Wang; Zhangwei Gao; Lixin Gu; Hengjun Pu; Long Cui; Xingguang Wei; Zhaoyang Liu 001; Linglin Jing; Shenglong Ye; Jie Shao; Zhaokai Wang; Zhe Chen 017; et al. (CoRR, 2025)