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2026

Knowledge intensive agentsZhenghao Liu 0001, Pengcheng Huang 0004, Zhipeng Xu, Xinze Li, Shuliang Liu, Chunyi Peng, Haidong Xin, Yukun Yan, Shuo Wang 0013, Xu Han 0007, Zhiyuan Liu 0001, Maosong Sun 0001, Yu Gu 0002, Ge Yu 0001. aiopen, 7:18-44, 2026. [doi]

2025

Enhancing Open-Domain Task-Solving Capability of LLMs via Autonomous Tool Integration from GitHubBohan Lyu 0001, Xin Cong, Heyang Yu, Pan Yang 0022, Cheng Qian 0008, Zihe Wang, Yujia Qin, Yining Ye, Yaxi Lu, Chen Qian, Zhong Zhang, Yukun Yan, Yankai Lin, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2025: 17257-17277 [doi]

Benchmarking Retrieval-Augmented Generation in Multi-Modal ContextsZhenghao Liu 0001, Xingsheng Zhu, Tianshuo Zhou, Xinyi Zhang, Xiaoyuan Yi, Yukun Yan, Ge Yu 0001, Maosong Sun 0001. mm 2025: 4817-4826 [doi]

Fusing Highly Specialized Language Models for Comprehensive ExpertiseNing Ding 0002, Yulin Chen, Ganqu Cui, Xingtai Lv, Weilin Zhao, Kaiyan Zhang, Ruobing Xie, Bowen Zhou 0002, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2025: 854-878 [doi]

RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V TrustworthinessTianyu Yu 0002, Haoye Zhang, Qiming Li, Qixin Xu, Yuan Yao, Da Chen, Xiaoman Lu, Ganqu Cui, Yunkai Dang, Taiwen He, Xiaocheng Feng, Jun Song, Bo Zheng, Zhiyuan Liu, Tat-Seng Chua, Maosong Sun 0001. cvpr 2025: 19985-19995 [doi]

Value Compass Benchmarks: A Comprehensive, Generative and Self-Evolving Platform for LLMs' Value EvaluationJing Yao 0003, Xiaoyuan Yi, Shitong Duan, Jindong Wang 0001, Yuzhuo Bai, Muhua Huang, Yang Ou, Scarlett Li, Peng Zhang 0060, Tun Lu, Zhicheng Dou, Maosong Sun 0001, James Evans, Xing Xie 0001. acl 2025: 666-678 [doi]

XLRS-Bench: Could Your Multimodal LLMs Understand Extremely Large Ultra-High-Resolution Remote Sensing Imagery?Fengxiang Wang 0004, Hongzhen Wang, Zonghao Guo, Di Wang, Yulin Wang, Mingshuo Chen, Qiang Ma, Long Lan, Wenjing Yang 0002, Jing Zhang, Zhiyuan Liu 0001, Maosong Sun 0001. cvpr 2025: 14325-14336 [doi]

A Top-down Graph-based Tool for Modeling Classical Semantic Maps: A Case Study of Supplementary AdverbsZhu Liu 0005, Cunliang Kong, Ying Liu, Maosong Sun 0001. naacl 2025: 4567-4576 [doi]

Seq1F1B: Efficient Sequence-Level Pipeline Parallelism for Large Language Model TrainingSun Ao, Weilin Zhao, Xu Han 0007, Cheng Yang 0002, Xinrong Zhang, Zhiyuan Liu 0001, Chuan Shi 0001, Maosong Sun 0001. naacl 2025: 8998-9008 [doi]

LLM×MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent SystemYu Chao, Siyu Lin, Xiaorong Wang, Zhu Zhang, Zihan Zhou, Haoyu Wang, Shuo Wang 0013, Jie Zhou 0024, Zhiyuan Liu 0001, Maosong Sun 0001. emnlp 2025: 688-695 [doi]

Multi-Modal Multi-Granularity Tokenizer for Chu Bamboo SlipsYingfa Chen, Chenlong Hu, Cong Feng, Chenyang Song, Shi Yu, Xu Han 0007, Zhiyuan Liu 0001, Maosong Sun 0001. COLING 2025: 6201-6211 [doi]

Cost-Optimal Grouped-Query Attention for Long-Context ModelingYingfa Chen, Yutong Wu, Chenyang Song, Zhen Leng Thai, Xingyu Shen, Xu Han 0007, Zhiyuan Liu 0001, Maosong Sun 0001. emnlp 2025: 5360-5376 [doi]

Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent SystemWeize Chen, Jiarui Yuan, Chen Qian, Cheng Yang, Zhiyuan Liu, Maosong Sun 0001. acl 2025: 11534-11557 [doi]

Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative IntelligenceWeize Chen, Ziming You, Ran Li, Yitong Guan, Chen Qian, Chenyang Zhao, Cheng Yang 0002, Ruobing Xie, Zhiyuan Liu, Maosong Sun 0001. iclr 2025: [doi]

GUICourse: From General Vision Language Model to Versatile GUI AgentWentong Chen, Junbo Cui, Jinyi Hu, Yujia Qin, Junjie Fang, Yue Zhao, Chongyi Wang, Jun Liu, Guirong Chen, Yupeng Huo, Yuan Yao, Yankai Lin, Zhiyuan Liu, Maosong Sun 0001. acl 2025: 21936-21959 [doi]

ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented GenerationHao Chen, Yukun Yan, Sen Mei, Wanxiang Che, Zhenghao Liu 0001, Qi Shi 0002, Xinze Li, Yuchun Fan, Pengcheng Huang 0004, Qiushi Xiong, Zhiyuan Liu 0001, Maosong Sun 0001. emnlp 2025: 19258-19278 [doi]

Improving Generated and Retrieved Knowledge Combination Through Zero-shot GenerationXinkai Du, Quanjie Han, Chao Lv, Yan Liu 0004, Yalin Sun, Hao Shu, Hongbo Shan, Maosong Sun 0001. icassp 2025: 1-5 [doi]

AdaMMS: Model Merging for Heterogeneous Multimodal Large Language Models with Unsupervised Coefficient OptimizationYiyang Du, Xiaochen Wang, Chi Chen, Jiabo Ye, Yiru Wang, Peng Li, Ming Yan, Ji Zhang, Fei Huang, Zhifang Sui, Maosong Sun 0001, Yang Liu. cvpr 2025: 9413-9422 [doi]

WorkflowLLM: Enhancing Workflow Orchestration Capability of Large Language ModelsShengda Fan, Xin Cong, Yuepeng Fu, Zhong Zhang, Shuyan Zhang, Yuanwei Liu, Yesai Wu, Yankai Lin, Zhiyuan Liu 0001, Maosong Sun 0001. iclr 2025: [doi]

The Right Time Matters: Data Arrangement Affects Zero-Shot Generalization in Instruction TuningBingxiang He, Ning Ding 0002, Cheng Qian 0008, Jia Deng, Ganqu Cui, Lifan Yuan, Haiwen Hong, Huan-ang Gao, Longtao Huang, Hui Xue 0001, Huimin Chen, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2025: 222-243 [doi]

APB: Accelerating Distributed Long-Context Inference by Passing Compressed Context Blocks across GPUsYuxiang Huang, Mingye Li, Xu Han 0007, Chaojun Xiao, Weilin Zhao, Sun Ao, Hao Zhou 0012, Jie Zhou 0016, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2025: 10708-10727 [doi]

Learning Refined Document Representations for Dense Retrieval via Deliberate ThinkingYifan Ji, Zhipeng Xu, Zhenghao Liu 0001, Yukun Yan, Shi Yu 0001, Yishan Li, Zhiyuan Liu 0001, Yu Gu 0002, Ge Yu 0001, Maosong Sun 0001. sigir-ap 2025: 292-302 [doi]

Migician: Revealing the Magic of Free-Form Multi-Image Grounding in Multimodal Large Language ModelsYou Li, Heyu Huang, Chi Chen 0005, Kaiyu Huang, Chao Huang, Zonghao Guo, Zhiyuan Liu 0001, Jinan Xu, Yuhua Li 0003, Ruixuan Li 0001, Maosong Sun 0001. acl 2025: 9845-9867 [doi]

RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data RewardsXinze Li, Sen Mei, Zhenghao Liu, Yukun Yan, Shuo Wang, Shi Yu, Zheni Zeng, Hao Chen, Ge Yu 0001, Zhiyuan Liu 0001, Maosong Sun 0001, Chenyan Xiong. iclr 2025: [doi]

On LLM-Based Scientific Inductive Reasoning Beyond EquationsBrian S. Lin, Jiaxin Yuan, Zihan Zhou, Shouli Wang, Shuo Wang 0013, Cunliang Kong, Qi Shi 0002, Yuxuan Li, Liner Yang, Zhiyuan Liu 0001, Maosong Sun 0001. emnlp 2025: 9371-9394 [doi]

Judge as A Judge: Improving the Evaluation of Retrieval-Augmented Generation through the Judge-Consistency of Large Language ModelsShuliang Liu, Xinze Li, Zhenghao Liu 0001, Yukun Yan, Cheng Yang 0002, Zheni Zeng, Zhiyuan Liu 0001, Maosong Sun 0001, Ge Yu 0001. acl 2025: 5788-5807 [doi]

Learning to Generate Structured Output with Schema Reinforcement LearningYaxi Lu, Haolun Li 0003, Xin Cong, Zhong Zhang, Yesai Wu, Yankai Lin, Zhiyuan Liu 0001, Fangming Liu, Maosong Sun 0001. acl 2025: 4905-4918 [doi]

Proactive Agent: Shifting LLM Agents from Reactive Responses to Active AssistanceYaxi Lu, Shenzhi Yang, Cheng Qian, Guirong Chen, Qinyu Luo, Yesai Wu, Huadong Wang, Xin Cong, Zhong Zhang, Yankai Lin, Weiwen Liu, Yasheng Wang, Zhiyuan Liu 0001, Fangming Liu, Maosong Sun 0001. iclr 2025: [doi]

Sparsing Law: Towards Large Language Models with Greater Activation SparsityYuqi Luo, Chenyang Song, Xu Han 0007, Yingfa Chen, Chaojun Xiao, Xiaojun Meng, Liqun Deng, Jiansheng Wei, Zhiyuan Liu 0001, Maosong Sun 0001. icml 2025: [doi]

A Multi-Power Law for Loss Curve Prediction Across Learning Rate SchedulesKairong Luo, Haodong Wen, Shengding Hu, Zhenbo Sun, Zhiyuan Liu, Maosong Sun 0001, Kaifeng Lyu, Wenguang Chen. iclr 2025: [doi]

GLTW: Joint Improved Graph Transformer and LLM via Three-Word Language for Knowledge Graph CompletionKangyang Luo, Yuzhuo Bai, Cheng Gao, Shuzheng Si, Zhu Liu 0005, Yingli Shen, Zhitong Wang, Cunliang Kong, Wenhao Li 0003, Yufei Huang 0008, Ye Tian, Xuantang Xiong, Lei Han, Maosong Sun 0001. acl 2025: 11328-11344 [doi]

Scaling Large Language Model-based Multi-Agent CollaborationChen Qian, Zihao Xie, Yifei Wang, Wei Liu 0161, Kunlun Zhu, Hanchen Xia, Yufan Dang, Zhuoyun Du, Weize Chen, Cheng Yang 0002, Zhiyuan Liu 0001, Maosong Sun 0001. iclr 2025: [doi]

AutoClean: LLMs Can Prepare Their Training CorpusXingyu Shen, Shengding Hu, Xinrong Zhang, Xu Han 0007, Xiaojun Meng, Jiansheng Wei, Zhiyuan Liu, Maosong Sun 0001. naacl 2025: 85-95 [doi]

From Unaligned to Aligned: Scaling Multilingual LLMs with Multi-Way Parallel CorporaYingli Shen, Wen Lai, Shuo Wang 0013, Ge Gao, Kangyang Luo, Alexander Fraser 0001, Maosong Sun 0001. emnlp 2025: 7357-7379 [doi]

GATEAU: Selecting Influential Samples for Long Context AlignmentShuzheng Si, Haozhe Zhao, Gang Chen 0039, Yunshui Li, Kangyang Luo, Chuancheng Lv, Kaikai An, Fanchao Qi, Baobao Chang, Maosong Sun 0001. emnlp 2025: 7380-7411 [doi]

Aligning Large Language Models to Follow Instructions and Hallucinate Less via Effective Data FilteringShuzheng Si, Haozhe Zhao, Gang Chen 0039, Cheng Gao, Yuzhuo Bai, Zhitong Wang, Kaikai An, Kangyang Luo, Chen Qian, Fanchao Qi, Baobao Chang, Maosong Sun 0001. acl 2025: 16469-16488 [doi]

ProSparse: Introducing and Enhancing Intrinsic Activation Sparsity within Large Language ModelsChenyang Song, Xu Han 0007, Zhengyan Zhang, Shengding Hu, Xiyu Shi, Kuai Li, Chen Chen, Zhiyuan Liu 0001, Guangli Li, Tao Yang, Maosong Sun 0001. COLING 2025: 2626-2644 [doi]

BurstEngine: An efficient distributed framework for training transformers On extremely Long sequences of over 1M tokensAo Sun, Weilin Zhao, Xu Han 0007, Cheng Yang 0002, Zhiyuan Liu 0001, Chuan Shi 0001, Maosong Sun 0001. sc 2025: 1429-1445 [doi]

Document Segmentation Matters for Retrieval-Augmented GenerationZhitong Wang, Cheng Gao, Chaojun Xiao, Yufei Huang 0008, Shuzheng Si, Kangyang Luo, Yuzhuo Bai, Wenhao Li 0003, Tangjian Duan, Chuancheng Lv, Guoshan Lu, Gang Chen 0039, Fanchao Qi, Maosong Sun 0001. acl 2025: 8063-8075 [doi]

DeepNote: Note-Centric Deep Retrieval-Augmented GenerationRuobing Wang, Qingfei Zhao, Yukun Yan, Daren Zha, Yuxuan Chen, Shi Yu 0001, Zhenghao Liu 0001, Yixuan Wang, Shuo Wang 0013, Xu Han 0007, Zhiyuan Liu 0001, Maosong Sun 0001. emnlp 2025: 19688-19715 [doi]

NotaGen: Advancing Musicality in Symbolic Music Generation with Large Language Model Training ParadigmsYashan Wang, Shangda Wu, Jianhuai Hu, Xingjian Du, Yueqi Peng, Yongxin Huang, Shuai Fan 0013, Xiaobing Li, Feng Yu, Maosong Sun 0001. IJCAI 2025: 10207-10215 [doi]

CLaMP 3: Universal Music Information Retrieval Across Unaligned Modalities and Unseen LanguagesShangda Wu, Zhancheng Guo, Ruibin Yuan, Junyan Jiang, Seungheon Doh, Gus Xia, Juhan Nam, Xiaobing Li, Feng Yu, Maosong Sun 0001. acl 2025: 2605-2625 [doi]

CLaMP 2: Multimodal Music Information Retrieval Across 101 Languages Using Large Language ModelsShangda Wu, Yashan Wang, Ruibin Yuan, Zhancheng Guo, Xu Tan 0003, Ge Zhang, Monan Zhou, Jing Chen, Xuefeng Mu, Yuejie Gao, Yuanliang Dong, Jiafeng Liu, Xiaobing Li, Feng Yu, Maosong Sun 0001. naacl 2025: 435-451 [doi]

AgentRM: Enhancing Agent Generalization with Reward ModelingYu Xia, Jingru Fan, Weize Chen, Siyu Yan, Xin Cong, Zhong Zhang, Yaxi Lu, Yankai Lin, Zhiyuan Liu, Maosong Sun 0001. acl 2025: 19277-19290 [doi]

Rational Decision-Making Agent with Learning Internal Utility JudgmentYining Ye, Xin Cong, Shizuo Tian, Yujia Qin, Chong Liu, Yankai Lin, Zhiyuan Liu 0001, Maosong Sun 0001. iclr 2025: [doi]

VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality DocumentsShi Yu, Chaoyue Tang, Bokai Xu, Junbo Cui, Junhao Ran, Yukun Yan, Zhenghao Liu, Shuo Wang, Xu Han 0007, Zhiyuan Liu, Maosong Sun 0001. iclr 2025: [doi]

Advancing LLM Reasoning Generalists with Preference TreesLifan Yuan, Ganqu Cui, Hanbin Wang, Ning Ding 0002, Xingyao Wang 0002, Boji Shan, Zeyuan Liu, Jia Deng, Huimin Chen, Ruobing Xie, Yankai Lin, Zhenghao Liu, Bowen Zhou 0002, Hao Peng 0015, Zhiyuan Liu 0001, Maosong Sun 0001. iclr 2025: [doi]

PersLLM: A Personified Training Approach for Large Language ModelsZheni Zeng, Jiayi Chen 0005, Huimin Chen, Yukun Yan, Yuxuan Chen, Zhenghao Liu 0001, Zhiyuan Liu 0001, Maosong Sun 0001. emnlp 2025: 8598-8617 [doi]

KBAlign: Efficient Self Adaptation on Specific Textual Knowledge BasesZheni Zeng, Yuxuan Chen, Shi Yu 0001, Ruobing Wang, Yukun Yan, Zhenghao Liu 0001, Shuo Wang 0013, Xu Han 0007, Zhiyuan Liu 0001, Maosong Sun 0001. emnlp 2025: 13519-13532 [doi]

Optimal RoPE extension via Bayesian Optimization for training-free length generalizationXinrong Zhang, Shengding Hu, Weilin Zhao, Huadong Wang, Xu Han 0007, Chaoqun He, Guoyang Zeng, Zhiyuan Liu 0001, Maosong Sun 0001. aiopen, 6:1-11, 2025. [doi]

ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code GenerationXuanle Zhao, Xianzhen Luo, Qi Shi 0002, Chi Chen 0005, Shuo Wang 0013, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2025: 7333-7348 [doi]

FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative SamplingWeilin Zhao, Tengyu Pan, Xu Han 0007, Yudi Zhang, Sun Ao, Yuxiang Huang, Kaihuo Zhang, Weilun Zhao, Yuxuan Li, Jie Zhou 0016, Hao Zhou 0012, Jianyong Wang 0001, Maosong Sun 0001, Zhiyuan Liu 0001. acl 2025: 3909-3921 [doi]

Looking Beyond Text: Reducing Language Bias in Large Vision-Language Models via Multimodal Dual-Attention and Soft-Image GuidanceHaozhe Zhao, Shuzheng Si, Liang Chen 0024, Yichi Zhang, Maosong Sun 0001, Baobao Chang, Minjia Zhang. emnlp 2025: 19666-19690 [doi]

LLM×MapReduce: Simplified Long-Sequence Processing using Large Language ModelsZihan Zhou, Chong Li, Xinyi Chen, Shuo Wang 0013, Yu Chao, Zhili Li, Haoyu Wang, Qi Shi 0002, Zhixing Tan, Xu Han 0007, Xiaodong Shi, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2025: 27664-27678 [doi]

RAGEval: Scenario Specific RAG Evaluation Dataset Generation FrameworkKunlun Zhu, Yifan Luo, Dingling Xu, Yukun Yan, Zhenghao Liu 0001, Shi Yu 0001, Ruobing Wang, Shuo Wang 0013, Yishan Li, Nan Zhang, Xu Han 0007, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2025: 8520-8544 [doi]

2024

On the Essence and Prospect: An Investigation of Alignment Approaches for Big ModelsXinpeng Wang 0001, Shitong Duan, Xiaoyuan Yi, Jing Yao, Shanlin Zhou, Zhihua Wei 0001, Peng Zhang 0060, Dongkuan Xu, Maosong Sun 0001, Xing Xie 0001. IJCAI 2024: 8308-8316 [doi]

Model Composition for Multimodal Large Language ModelsChi Chen 0005, Yiyang Du, Zheng Fang, Ziyue Wang, Fuwen Luo, Peng Li 0030, Ming Yan, Ji Zhang 0011, Fei Huang 0004, Maosong Sun 0001, Yang Liu 0005. acl 2024: 11246-11262 [doi]

FastFiD: Improve Inference Efficiency of Open Domain Question Answering via Sentence SelectionYufei Huang 0008, Xu Han 0007, Maosong Sun 0001. acl 2024: 6262-6276 [doi]

CPT: Colorful Prompt Tuning for pre-trained vision-language modelsYuan Yao 0011, Ao Zhang, Zhengyan Zhang, Zhiyuan Liu 0001, Tat-Seng Chua, Maosong Sun 0001. aiopen, 5:30-38, 2024. [doi]

Hyperbolic Pre-Trained Language ModelWeize Chen, Xu Han 0007, Yankai Lin, Kaichen He, Ruobing Xie, Jie Zhou 0016, Zhiyuan Liu 0001, Maosong Sun 0001. taslp, 32:3101-3112, 2024. [doi]

AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent BehaviorsWeize Chen, Yusheng Su, Jingwei Zuo, Cheng Yang 0002, Chenfei Yuan, Chi-Min Chan, Heyang Yu, Yaxi Lu, Yi-Hsin Hung, Chen Qian, Yujia Qin, Xin Cong, Ruobing Xie, Zhiyuan Liu 0001, Maosong Sun 0001, Jie Zhou 0016. iclr 2024: [doi]

Beyond Natural Language: LLMs Leveraging Alternative Formats for Enhanced Reasoning and CommunicationWeize Chen, Chenfei Yuan, Jiarui Yuan, Yusheng Su, Chen Qian, Cheng Yang 0002, Ruobing Xie, Zhiyuan Liu 0001, Maosong Sun 0001. emnlp 2024: 10626-10641 [doi]

Empowering Private Tutoring by Chaining Large Language ModelsYulin Chen, Ning Ding 0002, Hai-Tao Zheng 0002, Zhiyuan Liu 0001, Maosong Sun 0001, Bowen Zhou 0002. CIKM 2024: 354-364 [doi]

LEGENT: Open Platform for Embodied AgentsZhili Cheng, Zhitong Wang, Jinyi Hu, Shengding Hu, An Liu, Yuge Tu, Pengkai Li, Lei Shi, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2024: 335-345 [doi]

ULTRAFEEDBACK: Boosting Language Models with Scaled AI FeedbackGanqu Cui, Lifan Yuan, Ning Ding 0002, Guanming Yao, Bingxiang He, Wei Zhu 0016, Yuan Ni, Guotong Xie, Ruobing Xie, Yankai Lin, Zhiyuan Liu 0001, Maosong Sun 0001. icml 2024: 9722-9744 [doi]

Enhancing Legal Case Retrieval via Scaling High-quality Synthetic Query-Candidate PairsCheng Gao, Chaojun Xiao, Zhenghao Liu, Huimin Chen, Zhiyuan Liu 0001, Maosong Sun 0001. emnlp 2024: 7086-7100 [doi]

Controllable Preference Optimization: Toward Controllable Multi-Objective AlignmentYiju Guo, Ganqu Cui, Lifan Yuan, Ning Ding 0002, Zexu Sun, Bowen Sun, Huimin Chen, Ruobing Xie, Jie Zhou 0016, Yankai Lin, Zhiyuan Liu 0001, Maosong Sun 0001. emnlp 2024: 1437-1454 [doi]

StableToolBench: Towards Stable Large-Scale Benchmarking on Tool Learning of Large Language ModelsZhicheng Guo, Sijie Cheng, Hao Wang, Shihao Liang, Yujia Qin, Peng Li, Zhiyuan Liu, Maosong Sun 0001, Yang Liu. acl 2014: 11143-11156 [doi]

UltraEval: A Lightweight Platform for Flexible and Comprehensive Evaluation for LLMsChaoqun He, Renjie Luo, Shengding Hu, Ranchi Zhao, Jie Zhou 0024, Hanghao Wu, Jiajie Zhang, Xu Han 0007, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2024: 247-257 [doi]

Predicting Emergent Abilities with Infinite Resolution EvaluationShengding Hu, Xin Liu, Xu Han 0007, Xinrong Zhang, Chaoqun He, Weilin Zhao, Yankai Lin, Ning Ding 0002, Zebin Ou, Guoyang Zeng, Zhiyuan Liu 0001, Maosong Sun 0001. iclr 2024: [doi]

Large Multilingual Models Pivot Zero-Shot Multimodal Learning across LanguagesJinyi Hu, Yuan Yao 0013, Chongyi Wang, Shan Wang, Yinxu Pan, Qianyu Chen, Tianyu Yu, Hanghao Wu, Yue Zhao, Haoye Zhang, Xu Han 0007, Yankai Lin, Jiao Xue, Dahai Li, Zhiyuan Liu 0001, Maosong Sun 0001. iclr 2024: [doi]

Can Large Language Models Analyze Graphs like Professionals? A Benchmark, Datasets and ModelsXin Li, Weize Chen, Qizhi Chu, Haopeng Li, Zhaojun Sun, Ran Li, Chen Qian, Yiwei Wei, Chuan Shi 0001, Zhiyuan Liu 0001, Maosong Sun 0001, Cheng Yang. nips 2024: [doi]

Exploring Format Consistency for Instruction TuningShihao Liang, Runchu Tian, Kunlun Zhu, Yujia Qin, Huadong Wang, Xin Cong, Zhiyuan Liu 0001, Xiaojiang Liu, Maosong Sun 0001. tmlr, 2024, 2024. [doi]

Fantastic Semantics and Where to Find Them: Investigating Which Layers of Generative LLMs Reflect Lexical SemanticsZhu Liu, Cunliang Kong, Ying Liu, Maosong Sun 0001. acl 2014: 14551-14558 [doi]

RepoAgent: An LLM-Powered Open-Source Framework for Repository-level Code Documentation GenerationQinyu Luo, Yining Ye, Shihao Liang, Zhong Zhang 0004, Yujia Qin, Yaxi Lu, Yesai Wu, Xin Cong, Yankai Lin 0001, Yingli Zhang, Xiaoyin Che, Zhiyuan Liu 0001, Maosong Sun 0001. emnlp 2024: 436-464 [doi]

CODIS: Benchmarking Context-dependent Visual Comprehension for Multimodal Large Language ModelsFuwen Luo, Chi Chen 0005, Zihao Wan, Zhaolu Kang, Qidong Yan, Yingjie Li, Xiaolong Wang, Siyu Wang, Ziyue Wang, Xiaoyue Mi, Peng Li 0030, Ning Ma, Maosong Sun 0001, Yang Liu 0005. acl 2024: 10639-10659 [doi]

Delta-CoMe: Training-Free Delta-Compression with Mixed-Precision for Large Language ModelsBowen Ping, Shuo Wang, Hanqing Wang, Xu Han 0007, Yuzhuang Xu, Yukun Yan, Yun Chen 0007, Baobao Chang, Zhiyuan Liu 0001, Maosong Sun 0001. nips 2024: [doi]

ChatDev: Communicative Agents for Software DevelopmentChen Qian, Wei Liu, Hongzhang Liu, Nuo Chen, Yufan Dang, Jiahao Li, Cheng Yang 0002, Weize Chen, Yusheng Su, Xin Cong, Juyuan Xu, Dahai Li, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2024: 15174-15186 [doi]

Experiential Co-Learning of Software-Developing AgentsChen Qian, Yufan Dang, Jiahao Li, Wei Liu, Zihao Xie, Yifei Wang, Weize Chen, Cheng Yang 0002, Xin Cong, Xiaoyin Che, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2024: 5628-5640 [doi]

Exploring Universal Intrinsic Task Subspace for Few-Shot Learning via Prompt TuningYujia Qin, Xiaozhi Wang, Yusheng Su, Yankai Lin, Ning Ding 0002, Jing Yi, Weize Chen, Zhiyuan Liu 0001, Juanzi Li, Lei Hou 0001, Peng Li 0030, Maosong Sun 0001, Jie Zhou 0016. taslp, 32:3631-3643, 2024. [doi]

Relation-aware deep neural network enables more efficient biomedical knowledge acquisition from massive literatureChenyang Song, Zheni Zeng, Changyao Tian, Kuai Li, Yuan Yao, Suncong Zheng, Zhiyuan Liu 0001, Maosong Sun 0001. aiopen, 5:104-114, 2024. [doi]

DebugBench: Evaluating Debugging Capability of Large Language ModelsRunchu Tian, Yining Ye, Yujia Qin, Xin Cong, Yankai Lin, Yinxu Pan, Yesai Wu, Haotian Hui, Weichuan Liu, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2014: 4173-4198 [doi]

LoRA-Flow: Dynamic LoRA Fusion for Large Language Models in Generative TasksHanqing Wang, Bowen Ping, Shuo Wang, Xu Han 0007, Yun Chen 0007, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2024: 12871-12882 [doi]

Browse and Concentrate: Comprehending Multimodal Content via Prior-LLM Context FusionZiyue Wang, Chi Chen 0005, Yiqi Zhu, Fuwen Luo, Peng Li 0030, Ming Yan, Ji Zhang 0011, Fei Huang 0004, Maosong Sun 0001, Yang Liu 0005. acl 2024: 11229-11245 [doi]

UltraLink: An Open-Source Knowledge-Enhanced Multilingual Supervised Fine-tuning DatasetHaoyu Wang, Shuo Wang, Yukun Yan, Xujia Wang, Zhiyu Yang, Yuzhuang Xu, Zhenghao Liu, Liner Yang, Ning Ding 0002, Xu Han 0007, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2024: 11929-11942 [doi]

Personality-affected Emotion Generation in Dialog SystemsZhiyuan Wen, Jiannong Cao 0001, Jiaxing Shen, Ruosong Yang, Shuaiqi Liu 0002, Maosong Sun 0001. tois, 42(5), September 2024. [doi]

MelodyT5: A Unified Score-to-Score Transformer for Symbolic Music ProcessingShangda Wu, Yashan Wang, Xiaobing Li, Feng Yu, Maosong Sun 0001. ismir 2024: 642-650 [doi]

InfLLM: Training-Free Long-Context Extrapolation for LLMs with an Efficient Context MemoryChaojun Xiao, Pengle Zhang, Xu Han 0007, Guangxuan Xiao, Yankai Lin, Zhengyan Zhang, Zhiyuan Liu 0001, Maosong Sun 0001. nips 2024: [doi]

MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data VisualizationZhiyu Yang, Zihan Zhou, Shuo Wang, Xin Cong, Xu Han, Yukun Yan, Zhenghao Liu, Zhixing Tan, Pengyuan Liu, Dong Yu, Zhiyuan Liu, Xiaodong Shi, Maosong Sun 0001. acl 2014: 11789-11804 [doi]

RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-Grained Correctional Human FeedbackTianyu Yu, Yuan Yao 0013, Haoye Zhang, Taiwen He, Yifeng Han, Ganqu Cui, Jinyi Hu, Zhiyuan Liu 0001, Hai-Tao Zheng 0002, Maosong Sun 0001. cvpr 2024: 13807-13816 [doi]

ChatMol: interactive molecular discovery with natural languageZheni Zeng, Bangchen Yin, Shipeng Wang, Jiarui Liu, Cheng Yang 0002, Haishen Yao, Xingzhi Sun 0002, Maosong Sun 0001, Guotong Xie, Zhiyuan Liu 0001. bioinformatics, 40(9), 2024. [doi]

Correction to: Red Alarm for Pre-trained Models: Universal Vulnerability to Neuron-level Backdoor AttacksZhengyan Zhang, Guangxuan Xiao, Yongwei Li, Tian Lv, Fanchao Qi, Zhiyuan Liu 0001, Yasheng Wang, Xin Jiang 0002, Maosong Sun 0001. ijautcomp, 21(6):1214, December 2024. [doi]

Exploring the Benefit of Activation Sparsity in Pre-trainingZhengyan Zhang, Chaojun Xiao, Qiujieli Qin, Yankai Lin, Zhiyuan Zeng, Xu Han 0007, Zhiyuan Liu 0001, Ruobing Xie, Maosong Sun 0001, Jie Zhou 0016. icml 2024: 60040-60056 [doi]

Beyond the Turn-Based Game: Enabling Real-Time Conversations with Duplex ModelsXinrong Zhang, Yingfa Chen, Shengding Hu, Xu Han 0007, Zihang Xu, Yuanwei Xu, Weilin Zhao, Maosong Sun 0001, Zhiyuan Liu 0001. emnlp 2024: 11543-11557 [doi]

Enhancing Multilingual Capabilities of Large Language Models through Self-Distillation from Resource-Rich LanguagesYuanchi Zhang, Yile Wang, Zijun Liu, Shuo Wang, Xiaolong Wang, Peng Li 0030, Maosong Sun 0001, Yang Liu 0005. acl 2024: 11189-11204 [doi]

ınftyBench: Extending Long Context Evaluation Beyond 100K TokensXinrong Zhang, Yingfa Chen, Shengding Hu, Zihang Xu, Junhao Chen, Moo Khai Hao, Xu Han 0007, Zhen Leng Thai, Shuo Wang, Zhiyuan Liu 0001, Maosong Sun 0001. acl 2024: 15262-15277 [doi]

Ouroboros: Generating Longer Drafts Phrase by Phrase for Faster Speculative DecodingWeilin Zhao, Yuxiang Huang, Xu Han 0007, Wang Xu, Chaojun Xiao, Xinrong Zhang, Yewei Fang, Kaihuo Zhang, Zhiyuan Liu, Maosong Sun 0001. emnlp 2024: 13378-13393 [doi]

DecorateLM: Data Engineering through Corpus Rating, Tagging, and Editing with Language ModelsRanchi Zhao, Zhen Leng Thai, Yifan Zhang, Shengding Hu, Jie Zhou, Yunqi Ba, Jie Cai, Zhiyuan Liu 0001, Maosong Sun 0001. emnlp 2024: 1401-1418 [doi]

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