Adversarial Self-Supervised Data-Free Distillation for Text Classification. - Xinyin Ma; Yongliang Shen 001; Gongfan Fang; Chen Chen; Chenghao Jia; Weiming Lu 001 (EMNLP (1), 2020)

SynET: Synonym Expansion using Transitivity. - Jiale Yu; Yongliang Shen 001; Xinyin Ma; Chenghao Jia; Chen Chen; Weiming Lu 001 (EMNLP (Findings), 2020)

Multi-hop Reading Comprehension across Documents with Path-based Graph Convolutional Network. - Zeyun Tang; Yongliang Shen 001; Xinyin Ma; Wei Xu; Jiale Yu; Weiming Lu 001 (IJCAI, 2020)

Boosting Cross-lingual Entity Alignment with Textual Embedding. - Wei Xu; Chen Chen; Chenghao Jia; Yongliang Shen 001; Xinyin Ma; Weiming Lu 001 (NLPCC (2), 2020)

Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition. - Yongliang Shen 001; Xinyin Ma; Zeqi Tan; Shuai Zhang; Wen Wang 009; Weiming Lu 001 (ACL/IJCNLP (1), 2021)

A Sequence-to-Set Network for Nested Named Entity Recognition. - Zeqi Tan; Yongliang Shen 001; Shuai Zhang; Weiming Lu 001; Yueting Zhuang (IJCAI, 2021)

Heterogeneous Graph Neural Networks for Concept Prerequisite Relation Learning in Educational Data. - Chenghao Jia; Yongliang Shen 001; Yechun Tang; Lu Sun; Weiming Lu 001 (NAACL-HLT, 2021)

A Trigger-Sense Memory Flow Framework for Joint Entity and Relation Extraction. - Yongliang Shen 001; Xinyin Ma; Yechun Tang; Weiming Lu 001 (WWW, 2021)

Parallel Instance Query Network for Named Entity Recognition. - Yongliang Shen 001; Xiaobin Wang; Zeqi Tan; Guangwei Xu; Pengjun Xie; Fei Huang 002; Weiming Lu 001; Yueting Zhuang (ACL (1), 2022)

De-Bias for Generative Extraction in Unified NER Task. - Shuai Zhang; Yongliang Shen 001; Zeqi Tan; Yiquan Wu 001; Weiming Lu 001 (ACL (1), 2022)

Molecular Substructure-Aware Network for Drug-Drug Interaction Prediction. - Xinyu Zhu; Yongliang Shen 001; Weiming Lu 001 (CIKM, 2022)

Towards Data-Efficient Detection Transformers. - Wen Wang 009; Jing Zhang 037; Yang Cao 010; Yongliang Shen 001; Dacheng Tao (ECCV (9), 2022)

Query-based Instance Discrimination Network for Relational Triple Extraction. - Zeqi Tan; Yongliang Shen 001; Xuming Hu; Wenqi Zhang 001; Xiaoxia Cheng; Weiming Lu 001; Yueting Zhuang (EMNLP, 2022)

Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem. - Wenqi Zhang 001; Yongliang Shen 001; Yanna Ma; Xiaoxia Cheng; Zeqi Tan; Qingpeng Nong; Weiming Lu 001 (EMNLP (Findings), 2022)

Prompting to Distill: Boosting Data-Free Knowledge Distillation via Reinforced Prompt. - Xinyin Ma; Xinchao Wang; Gongfan Fang; Yongliang Shen 001; Weiming Lu 001 (IJCAI, 2022)

Propose-and-Refine: A Two-Stage Set Prediction Network for Nested Named Entity Recognition. - Shuhui Wu; Yongliang Shen 001; Zeqi Tan; Weiming Lu 001 (IJCAI, 2022)

A Closed-Loop Perception, Decision-Making and Reasoning Mechanism for Human-Like Navigation. - Wenqi Zhang 001; Kai Zhao; Peng Li 031; Xiao Zhu; Yongliang Shen 001; Yanna Ma; Yingfeng Chen; Weiming Lu 001 (IJCAI, 2022)

Minimally-Supervised Relation Induction from Pre-trained Language Model. - Lu Sun; Yongliang Shen 001; Weiming Lu 001 (NAACL-HLT (Findings), 2022)

DAMO-NLP at SemEval-2022 Task 11: A Knowledge-based System for Multilingual Named Entity Recognition. - Xinyu Wang 013; Yongliang Shen 001; Jiong Cai; Tao Wang 056; Xiaobin Wang; Pengjun Xie; Fei Huang 002; Weiming Lu 001; Yueting Zhuang; Kewei Tu; Wei Lu 011; Yong Jiang 001 (SemEval@NAACL, 2022)

DiffusionNER: Boundary Diffusion for Named Entity Recognition. - Yongliang Shen 001; Kaitao Song; Xu Tan 003; Dongsheng Li 002; Weiming Lu 001; Yueting Zhuang (ACL (1), 2023)

PromptNER: Prompt Locating and Typing for Named Entity Recognition. - Yongliang Shen 001; Zeqi Tan; Shuhui Wu; Wenqi Zhang 001; Rongsheng Zhang; Yadong Xi; Weiming Lu 001; Yueting Zhuang (ACL (1), 2023)

A Set Prediction Network For Extractive Summarization. - Xiaoxia Cheng; Yongliang Shen 001; Weiming Lu 001 (ACL (Findings), 2023)

Enhancing Emotion Recognition in Conversation via Multi-view Feature Alignment and Memorization. - Guiyang Hou; Yongliang Shen 001; Wenqi Zhang 001; Wei Xue; Weiming Lu 001 (EMNLP (Findings), 2023)

MProto: Multi-Prototype Network with Denoised Optimal Transport for Distantly Supervised Named Entity Recognition. - Shuhui Wu; Yongliang Shen 001; Zeqi Tan; Wenqi Ren; Jietian Guo; Shiliang Pu; Weiming Lu 001 (EMNLP, 2023)

An Expression Tree Decoding Strategy for Mathematical Equation Generation. - Wenqi Zhang 001; Yongliang Shen 001; Qingpeng Nong; Zeqi Tan; Yanna Ma; Weiming Lu 001 (EMNLP, 2023)

HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face. - Yongliang Shen 001; Kaitao Song; Xu Tan 003; Dongsheng Li 002; Weiming Lu 001; Yueting Zhuang (NeurIPS, 2023)

HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in HuggingFace. - Yongliang Shen 001; Kaitao Song; Xu Tan 003; Dongsheng Li 002; Weiming Lu 001; Yueting Zhuang (CoRR, 2023)

Taxonomy Completion with Probabilistic Scorer via Box Embedding. - Wei Xue; Yongliang Shen 001; Wenqi Ren; Jietian Guo; Shiliang Pu; Weiming Lu 001 (CoRR, 2023)

Data-Copilot: Bridging Billions of Data and Humans with Autonomous Workflow. - Wenqi Zhang 001; Yongliang Shen 001; Weiming Lu 001; Yueting Zhuang (CoRR, 2023)

Progressive Tuning: Towards Generic Sentiment Abilities for Large Language Models. - Guiyang Hou; Yongliang Shen 001; Weiming Lu 001 (ACL (Findings), 2024)

TimeToM: Temporal Space is the Key to Unlocking the Door of Large Language Models' Theory-of-Mind. - Guiyang Hou; Wenqi Zhang 001; Yongliang Shen 001; Linjuan Wu; Weiming Lu 001 (ACL (Findings), 2024)

Learning Global Controller in Latent Space for Parameter-Efficient Fine-Tuning. - Zeqi Tan; Yongliang Shen 001; Xiaoxia Cheng; Chang Zong; Wenqi Zhang 001; Jian Shao 001; Weiming Lu 001; Yueting Zhuang (ACL (1), 2024)

Insert or Attach: Taxonomy Completion via Box Embedding. - Wei Xue; Yongliang Shen 001; Wenqi Ren; Jietian Guo; Shiliang Pu; Weiming Lu 001 (ACL (1), 2024)

Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives. - Wenqi Zhang 001; Yongliang Shen 001; Linjuan Wu; Qiuying Peng; Jun Wang; Yueting Zhuang; Weiming Lu 001 (ACL (1), 2024)

Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization. - Wenqi Zhang 001; Ke Tang; Hai Wu; Mengna Wang; Yongliang Shen 001; Guiyang Hou; Zeqi Tan; Peng Li 031; Yueting Zhuang; Weiming Lu 001 (ACL (1), 2024)

Advancing Process Verification for Large Language Models via Tree-Based Preference Learning. - Mingqian He; Yongliang Shen 001; Wenqi Zhang 001; Zeqi Tan; Weiming Lu 001 (EMNLP, 2024)

Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model. - Wenqi Zhang 001; Zhenglin Cheng; Yuanyu He; Mengna Wang; Yongliang Shen 001; Zeqi Tan; Guiyang Hou; Mingqian He; Yanna Ma; Weiming Lu 001; Yueting Zhuang (EMNLP, 2024)

TaskBench: Benchmarking Large Language Models for Task Automation. - Yongliang Shen 001; Kaitao Song; Xu Tan 003; Wenqi Zhang 001; Kan Ren; Siyu Yuan; Weiming Lu 001; Dongsheng Li 002; Yueting Zhuang (NeurIPS, 2024)

Entering Real Social World! Benchmarking the Theory of Mind and Socialization Capabilities of LLMs from a First-person Perspective. - Guiyang Hou; Wenqi Zhang 001; Yongliang Shen 001; Zeqi Tan; Sihao Shen; Weiming Lu 001 (CoRR, 2024)

GaVaMoE: Gaussian-Variational Gated Mixture of Experts for Explainable Recommendation. - Fei Tang; Yongliang Shen 001; Hang Zhang; Zeqi Tan; Wenqi Zhang 001; Guiyang Hou; Kaitao Song; Weiming Lu 001; Yueting Zhuang (CoRR, 2024)

MAKIMA: Tuning-free Multi-Attribute Open-domain Video Editing via Mask-Guided Attention Modulation. - Haoyu Zheng; Wenqiao Zhang; Zheqi Lv; Yu Zhong; Yang Dai; Jianxiang An; Yongliang Shen 001; Juncheng Li 006; Dongping Zhang; Siliang Tang; Yueting Zhuang (CoRR, 2024)

Specialized Mathematical Solving by a Step-By-Step Expression Chain Generation. - Wenqi Zhang 001; Yongliang Shen 001; Guiyang Hou; Kuangyi Wang; Weiming Lu 001 (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

STaR-SQL: Self-Taught Reasoner for Text-to-SQL. - Mingqian He; Yongliang Shen 001; Wenqi Zhang; Qiuying Peng; Jun Wang; Weiming Lu (ACL (1), 2025)

Scaling LLMs' Social Reasoning: Sprinkle Cognitive "Aha Moment" into Fundamental Long-thought Logical Capabilities. - Guiyang Hou; Wenqi Zhang 001; Zhe Zheng; Yongliang Shen 001; Weiming Lu 001 (ACL (Findings), 2025)

EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction. - Siyu Yuan; Kaitao Song; Jiangjie Chen; Xu Tan 003; Yongliang Shen 001; Kan Ren; Dongsheng Li 002; Deqing Yang (NAACL (Long Papers), 2025)

2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining. - Wenqi Zhang 001; Hang Zhang; Xin Li 056; Jiashuo Sun; Yongliang Shen 001; Weiming Lu 001; Deli Zhao; Yueting Zhuang; Lidong Bing (CoRR, 2025)

MathFimer: Enhancing Mathematical Reasoning by Expanding Reasoning Steps through Fill-in-the-Middle Task. - Yuchen Yan; Yongliang Shen 001; Yang Liu 098; Jin Jiang; Xin Xu; Mengdi Zhang; Jian Shao 001; Yueting Zhuang (CoRR, 2025)

STaR-SQL: Self-Taught Reasoner for Text-to-SQL. - Mingqian He; Yongliang Shen 001; Wenqi Zhang 001; Qiuying Peng; Jun Wang; Weiming Lu 001 (CoRR, 2025)

AskToAct: Enhancing LLMs Tool Use via Self-Correcting Clarification. - Xuan Zhang; Yongliang Shen 001; Zhe Zheng; Linjuan Wu; Wenqi Zhang 001; Yuchen Yan; Qiuying Peng; Jun Wang; Weiming Lu 001 (CoRR, 2025)

DB-Explore: Automated Database Exploration and Instruction Synthesis for Text-to-SQL. - Haoyuan Ma; Yongliang Shen 001; Hengwei Liu; Wenqi Zhang 001; Haolei Xu; Qiuying Peng; Jun Wang; Weiming Lu 001 (CoRR, 2025)

Think Twice, Click Once: Enhancing GUI Grounding via Fast and Slow Systems. - Fei Tang; Yongliang Shen 001; Hang Zhang; Siqi Chen; Guiyang Hou; Wenqi Zhang 001; Wenqiao Zhang; Kaitao Song; Weiming Lu 001; Yueting Zhuang (CoRR, 2025)

InftyThink: Breaking the Length Limits of Long-Context Reasoning in Large Language Models. - Yuchen Yan; Yongliang Shen 001; Yang Liu 098; Jin Jiang; Mengdi Zhang; Jian Shao 001; Yueting Zhuang (CoRR, 2025)

Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks. - Wenqi Zhang 001; Mengna Wang; Gangao Liu; Huixin Xu; Yiwei Jiang; Yongliang Shen 001; Guiyang Hou; Zhe Zheng; Hang Zhang; Xin Li 056; Weiming Lu 001; Peng Li 031; et al. (CoRR, 2025)

A Survey on (M)LLM-Based GUI Agents. - Fei Tang; Haolei Xu; Hang Zhang; Siqi Chen; Xingyu Wu; Yongliang Shen 001; Wenqi Zhang 001; Guiyang Hou; Zeqi Tan; Yuchen Yan; Kaitao Song; Jian Shao 001; et al. (CoRR, 2025)

Chain-of-Model Learning for Language Model. - Kaitao Song; Xiaohua Wang; Xu Tan 003; Huiqiang Jiang; Chengruidong Zhang; Yongliang Shen 001; Cen LU; Zihao Li 006; Zifan Song; Caihua Shan; Yansen Wang; Kan Ren; et al. (CoRR, 2025)

Let LLMs Break Free from Overthinking via Self-Braking Tuning. - Haoran Zhao; Yuchen Yan; Yongliang Shen 001; Haolei Xu; Wenqi Zhang 001; Kaitao Song; Jian Shao 001; Wei-ming Lu 001; Jun Xiao 001; Yueting Zhuang (CoRR, 2025)

Mind the Gap: Bridging Thought Leap for Improved Chain-of-Thought Tuning. - Haolei Xu; Yuchen Yan; Yongliang Shen 001; Wenqiao Zhang; Guiyang Hou; Shengpei Jiang; Kaitao Song; Weiming Lu 001; Jun Xiao 001; Yueting Zhuang (CoRR, 2025)

VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models. - Yuchen Yan; Jin Jiang; Zhenbang Ren; Yijun Li; Xudong Cai; Yang Liu 098; Xin Xu; Mengdi Zhang; Jian Shao 001; Yongliang Shen 001; Jun Xiao 001; Yueting Zhuang (CoRR, 2025)

ViewSpatial-Bench: Evaluating Multi-perspective Spatial Localization in Vision-Language Models. - Dingming Li; Hongxing Li; Zixuan Wang; Yuchen Yan; Hang Zhang; Siqi Chen; Guiyang Hou; Shengpei Jiang; Wenqiao Zhang; Yongliang Shen 001; Weiming Lu 001; Yueting Zhuang (CoRR, 2025)

TimeHC-RL: Temporal-aware Hierarchical Cognitive Reinforcement Learning for Enhancing LLMs' Social Intelligence. - Guiyang Hou; Xing Gao; Yuchuan Wu; Xiang Huang; Wenqi Zhang 001; Zhe Zheng; Yongliang Shen 001; Jialu Du; Fei Huang 002; Yongbin Li; Weiming Lu 001 (CoRR, 2025)

SVGenius: Benchmarking LLMs in SVG Understanding, Editing and Generation. - Siqi Chen; Xinyu Dong; Haolei Xu; Xingyu Wu; Fei Tang; Hang Zhang; Yuchen Yan; Linjuan Wu; Wenqi Zhang 001; Guiyang Hou; Yongliang Shen 001; Weiming Lu 001; et al. (CoRR, 2025)

LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization. - Xingyu Wu; Yuchen Yan; Shangke Lyu; Linjuan Wu; Yiwen Qiu; Yongliang Shen 001; Weiming Lu 001; Jian Shao 001; Jun Xiao 001; Yueting Zhuang (CoRR, 2025)

Hierarchical Budget Policy Optimization for Adaptive Reasoning. - Shangke Lyu; Linjuan Wu; Yuchen Yan; Xingyu Wu; Hao Li; Yongliang Shen 001; Peisheng Jiang; Weiming Lu 001; Jun Xiao 001; Yueting Zhuang (CoRR, 2025)

GUI-G2: Gaussian Reward Modeling for GUI Grounding. - Fei Tang; Zhangxuan Gu; Zhengxi Lu; Xuyang Liu; Shuheng Shen; Changhua Meng; Wen Wang 009; Wenqi Zhang 001; Yongliang Shen 001; Weiming Lu 001; Jun Xiao 001; Yueting Zhuang (CoRR, 2025)

Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language Models. - Haitao Hong; Yuchen Yan; Xingyu Wu; Guiyang Hou; Wenqi Zhang 001; Weiming Lu 001; Yongliang Shen 001; Jun Xiao 001 (CoRR, 2025)

OmniEAR: Benchmarking Agent Reasoning in Embodied Tasks. - Zixuan Wang; Dingming Li; Hongxing Li; Shuo Chen; Yuchen Yan; Wenqi Zhang 001; Yongliang Shen 001; Weiming Lu 001; Jun Xiao 001; Yueting Zhuang (CoRR, 2025)

Test-Time Reinforcement Learning for GUI Grounding via Region Consistency. - Yong Du; Yuchen Yan; Fei Tang; Zhengxi Lu; Chang Zong; Weiming Lu 001; Shengpei Jiang; Yongliang Shen 001 (CoRR, 2025)