DocStruct: A Multimodal Method to Extract Hierarchy Structure in Document for General Form Understanding. - Zilong Wang 002; Mingjie Zhan; Xuebo Liu 001; Ding Liang (EMNLP (Findings), 2020)

GroupLink: An End-to-end Multitask Method for Word Grouping and Relation Extraction in Form Understanding. - Zilong Wang 002; Mingjie Zhan; Houxing Ren; Zhaohui Hou; Yuwei Wu 006; Xingyan Zhang; Ding Liang (CoRR, 2021)

VCSUM: A Versatile Chinese Meeting Summarization Dataset. - Han Wu 004; Mingjie Zhan; Haochen Tan; Zhaohui Hou; Ding Liang; Linqi Song (ACL (Findings), 2023)

Reconstruct Before Summarize: An Efficient Two-Step Framework for Condensing and Summarizing Meeting Transcripts. - Haochen Tan; Han Wu 004; Wei Shao 009; Xinyun Zhang; Mingjie Zhan; Zhaohui Hou; Ding Liang; Linqi Song (EMNLP, 2023)

Learning Locality and Isotropy in Dialogue Modeling. - Han Wu 004; Haochen Tan; Mingjie Zhan; Gangming Zhao; Shaoqing Lu; Ding Liang; Linqi Song (ICLR, 2023)

Towards Versatile and Efficient Visual Knowledge Injection into Pre-trained Language Models with Cross-Modal Adapters. - Xinyun Zhang; Haochen Tan; Han Wu 004; Mingjie Zhan; Ding Liang; Bei Yu 001 (CoRR, 2023)

Self-Supervised Sentence Compression for Meeting Summarization. - Haochen Tan; Han Wu 004; Wei Shao 009; Xinyun Zhang; Mingjie Zhan; Zhaohui Hou; Ding Liang; Linqi Song (CoRR, 2023)

TeacherLM: Teaching to Fish Rather Than Giving the Fish, Language Modeling Likewise. - Nan He; Hanyu Lai; Chenyang Zhao; Zirui Cheng; Junting Pan; Ruoyu Qin; Ruofan Lu; Rui Lu; Yunchen Zhang; Gangming Zhao; Zhaohui Hou; Zhiyuan Huang; et al. (CoRR, 2023)

RecRanker: Instruction Tuning Large Language Model as Ranker for Top-k Recommendation. - Sichun Luo; Bowei He; Haohan Zhao; Yinya Huang; Aojun Zhou; Zongpeng Li; Yuanzhang Xiao; Mingjie Zhan; Linqi Song (CoRR, 2023)

MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs. - Zimu Lu; Aojun Zhou; Houxing Ren; Ke Wang 036; Weikang Shi; Junting Pan; Mingjie Zhan; Hongsheng Li 001 (ACL (1), 2024)

Empowering Character-level Text Infilling by Eliminating Sub-Tokens. - Houxing Ren; Mingjie Zhan; Zhongyuan Wu; Hongsheng Li 001 (ACL (1), 2024)

MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning. - Ke Wang 036; Houxing Ren; Aojun Zhou; Zimu Lu; Sichun Luo; Weikang Shi; Renrui Zhang; Linqi Song; Mingjie Zhan; Hongsheng Li 001 (ICLR, 2024)

Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification. - Aojun Zhou; Ke Wang 036; Zimu Lu; Weikang Shi; Sichun Luo; Zipeng Qin; Shaoqing Lu; Anya Jia; Linqi Song; Mingjie Zhan; Hongsheng Li 001 (ICLR, 2024)

Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset. - Ke Wang 036; Junting Pan; Weikang Shi; Zimu Lu; Houxing Ren; Aojun Zhou; Mingjie Zhan; Hongsheng Li 001 (NeurIPS, 2024)

Integrating Large Language Models into Recommendation via Mutual Augmentation and Adaptive Aggregation. - Sichun Luo; Yuxuan Yao; Bowei He; Yinya Huang; Aojun Zhou; Xinyi Zhang; Yuanzhang Xiao; Mingjie Zhan; Linqi Song (CoRR, 2024)

Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset. - Ke Wang 036; Junting Pan; Weikang Shi; Zimu Lu; Mingjie Zhan; Hongsheng Li 001 (CoRR, 2024)

Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical Reasoning. - Zimu Lu; Aojun Zhou; Ke Wang 036; Houxing Ren; Weikang Shi; Junting Pan; Mingjie Zhan; Hongsheng Li 001 (CoRR, 2024)

UFO: Enhancing Diffusion-Based Video Generation with a Uniform Frame Organizer. - Delong Liu; Zhaohui Hou; Mingjie Zhan; Shihao Han; Zhicheng Zhao 001; Fei Su (AAAI, 2025)

MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning. - Ke Wang 036; Junting Pan; Linda Wei; Aojun Zhou; Weikang Shi; Zimu Lu; Han Xiao 010; Yunqiao Yang; Houxing Ren; Mingjie Zhan; Hongsheng Li 001 (ACL (Findings), 2025)

ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation. - Houxing Ren; Mingjie Zhan; Zhongyuan Wu; Aojun Zhou; Junting Pan; Hongsheng Li 001 (ACL (1), 2025)

Probability-Consistent Preference Optimization for Enhanced LLM Reasoning. - Yunqiao Yang; Houxing Ren; Zimu Lu; Ke Wang 036; Weikang Shi; Aojun Zhou; Junting Pan; Mingjie Zhan; Hongsheng Li 001 (ACL (Findings), 2025)

SpiritSight Agent: Advanced GUI Agent with One Look. - Zhiyuan Huang; Ziming Cheng; Junting Pan; Zhaohui Hou; Mingjie Zhan (CVPR, 2025)

MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code. - Zimu Lu; Aojun Zhou; Ke Wang 036; Houxing Ren; Weikang Shi; Junting Pan; Mingjie Zhan; Hongsheng Li 001 (ICLR, 2025)

Navi-plus: Managing Ambiguous GUI Navigation Tasks with Follow-up. - Ziming Cheng; Zhiyuan Huang; Junting Pan; Zhaohui Hou; Mingjie Zhan (CoRR, 2025)

WebGen-Bench: Evaluating LLMs on Generating Interactive and Functional Websites from Scratch. - Zimu Lu; Yunqiao Yang; Houxing Ren; Haotian Hou; Han Xiao 010; Ke Wang 036; Weikang Shi; Aojun Zhou; Mingjie Zhan; Hongsheng Li 001 (CoRR, 2025)

Evaluating MLLMs with Multimodal Multi-image Reasoning Benchmark. - Ziming Cheng; Binrui Xu; Lisheng Gong; Zuhe Song; Tianshuo Zhou; Shiqi Zhong; Siyu Ren; Mingxiang Chen; Xiangchao Meng; Yuxin Zhang; Yanlin Li; Lei Ren; et al. (CoRR, 2025)

RecRanker: Instruction Tuning Large Language Model as Ranker for Top-k Recommendation. - Sichun Luo; Bowei He; Haohan Zhao; Wei Shao 009; Yanlin Qi; Yinya Huang; Aojun Zhou; Yuxuan Yao; Zongpeng Li; Yuanzhang Xiao; Mingjie Zhan; Linqi Song (ACM Trans. Inf. Syst., 2025)