Learning Purified Feature Representations from Task-irrelevant Labels. - Yinghui Li; Ruiyang Liu; Chen Wang 049; Yangning Li; Ning Ding 002; Haitao Zheng 002 (CoRR, 2021)

The Past Mistake is the Future Wisdom: Error-driven Contrastive Probability Optimization for Chinese Spell Checking. - Yinghui Li; Qingyu Zhou; Yangning Li; Zhongli Li; Ruiyang Liu; Rongyi Sun; Zizhen Wang; Chao Li 063; Yunbo Cao; Hai-Tao Zheng 002 (ACL (Findings), 2022)

Learning from the Dictionary: Heterogeneous Knowledge Guided Fine-tuning for Chinese Spell Checking. - Yinghui Li; Shirong Ma; Qingyu Zhou; Zhongli Li; Yangning Li; Shulin Huang; Ruiyang Liu; Chao Li 063; Yunbo Cao; Haitao Zheng 002 (EMNLP (Findings), 2022)

Linguistic Rules-Based Corpus Generation for Native Chinese Grammatical Error Correction. - Shirong Ma; Yinghui Li; Rongyi Sun; Qingyu Zhou; Shulin Huang; Ding Zhang; Yangning Li; Ruiyang Liu; Zhongli Li; Yunbo Cao; Haitao Zheng 002; Ying Shen 001 (EMNLP (Findings), 2022)

Learning Purified Feature Representations from Task-irrelevant Labels. - Yinghui Li; Chen Wang 049; Yangning Li; Hai-Tao Zheng 002; Ying Shen 001 (IJCNN, 2022)

Tree-structured Auxiliary Online Knowledge Distillation. - Wenye Lin; Yangning Li; Yifeng Ding; Hai-Tao Zheng 002 (IJCNN, 2022)

Contrastive Learning with Hard Negative Entities for Entity Set Expansion. - Yinghui Li; Yangning Li; Yuxin He; Tianyu Yu 002; Ying Shen 001; Hai-Tao Zheng 002 (SIGIR, 2022)

Global Mixup: Eliminating Ambiguity with Clustering. - Xiangjin Xie; Yangning Li; Wang Chen; Kai Ouyang; Li Jiang; Hai-Tao Zheng 002 (CoRR, 2022)

Contextual Similarity is More Valuable than Character Similarity: Curriculum Learning for Chinese Spell Checking. - Ding Zhang; Yinghui Li; Qingyu Zhou; Shirong Ma; Yangning Li; Yunbo Cao; Hai-Tao Zheng 002 (CoRR, 2022)

A Curriculum Learning Approach for Multi-domain Text Classification Using Keyword weight Ranking. - Zilin Yuan; Yinghui Li; Yangning Li; Rui Xie 005; Wei Wu 014; Hai-Tao Zheng 002 (CoRR, 2022)

Towards Attribute-Entangled Controllable Text Generation: A Pilot Study of Blessing Generation. - Shulin Huang; Shirong Ma; Yinghui Li; Yangning Li; Shiyang Lin; Hai-Tao Zheng 002; Ying Shen 001 (CoRR, 2022)

Active Relation Discovery: Towards General and Label-aware Open Relation Extraction. - Yangning Li; Yinghui Li; Xi Chen 003; Hai-Tao Zheng 002; Ying Shen 001; Hong-Gee Kim (CoRR, 2022)

Global Mixup: Eliminating Ambiguity with Clustering. - Xiangjin Xie; Yangning Li; Wang Chen; Kai Ouyang; Zuotong Xie; Haitao Zheng 002 (AAAI, 2023)

A Frustratingly Easy Plug-and-Play Detection-and-Reasoning Module for Chinese Spelling Check. - Haojing Huang 001; Jingheng Ye; Qingyu Zhou; Yinghui Li; Yangning Li; Feng Zhou; Hai-Tao Zheng 002 (EMNLP (Findings), 2023)

MixEdit: Revisiting Data Augmentation and Beyond for Grammatical Error Correction. - Jingheng Ye; Yinghui Li; Yangning Li; Hai-Tao Zheng 002 (EMNLP (Findings), 2023)

CLEME: Debiasing Multi-reference Evaluation for Grammatical Error Correction. - Jingheng Ye; Yinghui Li; Qingyu Zhou; Yangning Li; Shirong Ma; Hai-Tao Zheng 002; Ying Shen 001 (EMNLP, 2023)

Vision, Deduction and Alignment: An Empirical Study on Multi-Modal Knowledge Graph Alignment. - Yangning Li; Jiaoyan Chen 001; Yinghui Li; Yuejia Xiang; Xi Chen 003; Hai-Tao Zheng 002 (ICASSP, 2023)

Contextual Similarity is More Valuable Than Character Similarity: An Empirical Study for Chinese Spell Checking. - Ding Zhang; Yinghui Li; Qingyu Zhou; Shirong Ma; Yangning Li; Yunbo Cao; Hai-Tao Zheng 002 (ICASSP, 2023)

Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment. - Zhuo Chen 007; Lingbing Guo; Yin Fang; Yichi Zhang 009; Jiaoyan Chen 001; Jeff Z. Pan; Yangning Li; Huajun Chen; Wen Zhang 015 (ISWC, 2023)

Knowledge-augmented Few-shot Visual Relation Detection. - Tianyu Yu 002; Yangning Li; Jiaoyan Chen 001; Yinghui Li; Hai-Tao Zheng 002; Xi Chen 003; Qingbin Liu; Wenqiang Liu; Dongxiao Huang; Bei Wu; Yexin Wang (CoRR, 2023)

From Retrieval to Generation: Efficient and Effective Entity Set Expansion. - Shulin Huang; Shirong Ma; Yangning Li; Yinghui Li; Hai-Tao Zheng 002; Yong Jiang 001 (CoRR, 2023)

Investigating Graph Structure Information for Entity Alignment with Dangling Cases. - Jin Xu; Yangning Li; Xiangjin Xie; Yinghui Li; Niu Hu; Haitao Zheng 002; Yong Jiang 001 (CoRR, 2023)

Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity Linking. - Yinghui Li; Yong Jiang 001; Shen Huang; Xingyu Lu; Yangning Li; Pengjun Xie; Fei Huang 002; Hai-Tao Zheng 002 (CoRR, 2023)

Progressive Multi-task Learning Framework for Chinese Text Error Correction. - Shirong Ma; Yinghui Li; Haojing Huang 001; Shulin Huang; Yangning Li; Hai-Tao Zheng 002; Ying Shen 001 (CoRR, 2023)

On the (In)Effectiveness of Large Language Models for Chinese Text Correction. - Yinghui Li; Haojing Huang 001; Shirong Ma; Yong Jiang 001; Yangning Li; Feng Zhou; Hai-Tao Zheng 002; Qingyu Zhou (CoRR, 2023)

Prompt Learning With Knowledge Memorizing Prototypes For Generalized Few-Shot Intent Detection. - Chaiyut Luoyiching; Yangning Li; Yinghui Li; Rongsheng Li; Hai-Tao Zheng 002; Nannan Zhou; Hanjing Su (CoRR, 2023)

Towards Real-World Writing Assistance: A Chinese Character Checking Benchmark with Faked and Misspelled Characters. - Yinghui Li; Zishan Xu; Shaoshen Chen; Haojing Huang 001; Yangning Li; Yong Jiang 001; Zhongli Li; Qingyu Zhou; Hai-Tao Zheng 002; Ying Shen 001 (CoRR, 2023)

EcomGPT-CT: Continual Pre-training of E-commerce Large Language Models with Semi-structured Data. - Shirong Ma; Shen Huang; Shulin Huang; Xiaobin Wang; Yangning Li; Hai-Tao Zheng 002; Pengjun Xie; Fei Huang 002; Yong Jiang 001 (CoRR, 2023)

Embracing ambiguity: Improving similarity-oriented tasks with contextual synonym knowledge. - Yangning Li; Jiaoyan Chen 001; Yinghui Li; Tianyu Yu 002; Xi Chen 003; Hai-Tao Zheng 002 (Neurocomputing, 2023)

Active relation discovery: Towards general and label-aware open relation extraction. - Yangning Li; Yinghui Li; Xi Chen 003; Hai-Tao Zheng 002; Ying Shen 001 (Knowl. Based Syst., 2023)

Automatic Context Pattern Generation for Entity Set Expansion. - Yinghui Li; Shulin Huang; Xinwei Zhang; Qingyu Zhou; Yangning Li; Ruiyang Liu; Yunbo Cao; Hai-Tao Zheng 002; Ying Shen 001 (IEEE Trans. Knowl. Data Eng., 2023)

MESED: A Multi-Modal Entity Set Expansion Dataset with Fine-Grained Semantic Classes and Hard Negative Entities. - Yangning Li; Tingwei Lu; Hai-Tao Zheng 002; Yinghui Li; Shulin Huang; Tianyu Yu 002; Jun Yuan 008; Rui Zhang 003 (AAAI, 2024)

EcomGPT: Instruction-Tuning Large Language Models with Chain-of-Task Tasks for E-commerce. - Yangning Li; Shirong Ma; Xiaobin Wang; Shen Huang; Chengyue Jiang; Haitao Zheng 002; Pengjun Xie; Fei Huang 002; Yong Jiang 001 (AAAI, 2024)

SeqGPT: An Out-of-the-Box Large Language Model for Open Domain Sequence Understanding. - Tianyu Yu 002; Chengyue Jiang; Chao Lou; Shen Huang; Xiaobin Wang; Wei Liu 131; Jiong Cai; Yangning Li; Yinghui Li; Kewei Tu; Hai-Tao Zheng 002; Ningyu Zhang 001; et al. (AAAI, 2024)

Evaluating Robustness of Generative Search Engine on Adversarial Factoid Questions. - Xuming Hu; Xiaochuan Li 003; Junzhe Chen 001; Yinghui Li; Yangning Li; Xiaoguang Li; Yasheng Wang; Qun Liu 001; Lijie Wen 001; Philip S. Yu; Zhijiang Guo (ACL (Findings), 2024)

Towards Real-World Writing Assistance: A Chinese Character Checking Benchmark with Faked and Misspelled Characters. - Yinghui Li; Zishan Xu; Shaoshen Chen; Haojing Huang 001; Yangning Li; Shirong Ma; Yong Jiang 001; Zhongli Li; Qingyu Zhou; Hai-Tao Zheng 002; Ying Shen 001 (ACL (1), 2024)

From Retrieval to Generation: Efficient and Effective Entity Set Expansion. - Shulin Huang; Shirong Ma; Yangning Li; Yinghui Li; Hai-Tao Zheng 002 (CIKM, 2024)

Depth Aware Hierarchical Replay Continual Learning for Knowledge Based Question Answering. - Zhixiong Cao; Hai-Tao Zheng 002; Yangning Li; Jin Xu; Rongsheng Li; Hong-Gee Kim (LREC/COLING, 2024)

Retrieval-Augmented Meta Learning for Low-Resource Text Classification. - Rongsheng Li; Yangning Li; Yinghui Li; Chaiyut Luoyiching; Nannan Zhou; Hanjing Su; Hai-Tao Zheng 002 (IJCNN, 2024)

Relation Knowledge Distillation Based on Prompt Learning for Generalized Few-Shot Intent Detection. - Chaiyut Luoyiching; Yangning Li; Yinghui Li; Rongsheng Li; Hai-Tao Zheng 002; Nannan Zhou; Hanjing Su (IJCNN, 2024)

When LLMs Meet Cunning Texts: A Fallacy Understanding Benchmark for Large Language Models. - Yinghui Li; Qingyu Zhou; Yuanzhen Luo; Shirong Ma; Yangning Li; Hai-Tao Zheng 002; Xuming Hu; Philip S. Yu (NeurIPS, 2024)

When LLMs Meet Cunning Questions: A Fallacy Understanding Benchmark for Large Language Models. - Yinghui Li; Qingyu Zhou; Yuanzhen Luo; Shirong Ma; Yangning Li; Hai-Tao Zheng 002; Xuming Hu; Philip S. Yu (CoRR, 2024)

Rethinking the Roles of Large Language Models in Chinese Grammatical Error Correction. - Yinghui Li; Shang Qin; Jingheng Ye; Shirong Ma; Yangning Li; Libo Qin 001; Xuming Hu; Wenhao Jiang; Hai-Tao Zheng 002; Philip S. Yu (CoRR, 2024)

Mitigating Catastrophic Forgetting in Multi-domain Chinese Spelling Correction by Multi-stage Knowledge Transfer Framework. - Peng Xing; Yinghui Li; Shirong Ma; Xinnian Liang; Haojing Huang 001; Yangning Li; Hai-Tao Zheng 002; Wenhao Jiang; Ying Shen 001 (CoRR, 2024)

UltraWiki: Ultra-fine-grained Entity Set Expansion with Negative Seed Entities. - Yangning Li; Qingsong Lv; Tianyu Yu 002; Yinghui Li; Shulin Huang; Tingwei Lu; Xuming Hu; Wenhao Jiang; Hai-Tao Zheng 002; Hui Wang 030 (CoRR, 2024)

Evaluating Robustness of Generative Search Engine on Adversarial Factual Questions. - Xuming Hu; Xiaochuan Li 003; Junzhe Chen 001; Yinghui Li; Yangning Li; Xiaoguang Li; Yasheng Wang; Qun Liu 001; Lijie Wen 001; Philip S. Yu; Zhijiang Guo (CoRR, 2024)

ProductAgent: Benchmarking Conversational Product Search Agent with Asking Clarification Questions. - Jingheng Ye; Yong Jiang 001; Xiaobin Wang; Yinghui Li; Yangning Li; Hai-Tao Zheng 002; Pengjun Xie; Fei Huang 002 (CoRR, 2024)

Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent. - Yangning Li; Yinghui Li; Xinyu Wang 013; Yong Jiang 001; Zhen Zhang; Xinran Zheng; Hui Wang 030; Hai-Tao Zheng 002; Pengjun Xie; Philip S. Yu; Fei Huang 002; Jingren Zhou 001 (CoRR, 2024)

Advancing entity alignment with dangling cases: a structure-aware approach through optimal transport learning and contrastive learning. - Jin Xu; Yangning Li; Xiangjin Xie; Niu Hu; Yinghui Li; Hai-Tao Zheng 002; Yong Jiang 001 (Neural Comput. Appl., 2024)

DAST: Context-Aware Compression in LLMs via Dynamic Allocation of Soft Tokens. - Shaoshen Chen; Yangning Li; Zishan Xu; Yongqin Zeng; Shunlong Wu; Xinshuo Hu; Zifei Shan; Xin Su; Jiwei Tang; Yinghui Li; Hai-Tao Zheng 002 (ACL (Findings), 2025)

TestNUC: Enhancing Test-Time Computing Approaches and Scaling through Neighboring Unlabeled Data Consistency. - Henry Peng Zou; Zhengyao Gu; Yue Zhou; Yankai Chen 001; Weizhi Zhang 001; Liancheng Fang; Yibo Wang 001; Yangning Li; Kay Liu; Philip S. Yu (ACL (1), 2025)

Exploring the Implicit Semantic Ability of Multimodal Large Language Models: A Pilot Study on Entity Set Expansion. - Hebin Wang; Yangning Li; Yinghui Li; Hai-Tao Zheng 002; Wenhao Jiang; Hong-Gee Kim (ICASSP, 2025)

Loss-Aware Curriculum Learning for Chinese Grammatical Error Correction. - Ding Zhang; Yangning Li; Lichen Bai; Hao Zhang; Yinghui Li; Haiye Lin; Hai-Tao Zheng 002; Xin Su; Zifei Shan (ICASSP, 2025)

UltraWiki: Ultra-Fine-Grained Entity Set Expansion with Negative Seed Entities. - Yangning Li; Qingsong Lv; Tianyu Yu 002; Yinghui Li; Xuming Hu; Wenhao Jiang; Haitao Zheng 002; Hui Wang 030 (ICDE, 2025)

Refine Knowledge of Large Language Models via Adaptive Contrastive Learning. - Yinghui Li; Haojing Huang 001; Jiayi Kuang; Yangning Li; Shu-Yu Guo; Chao Qu; Xiaoyu Tan; Hai-Tao Zheng 002; Ying Shen 001; Philip S. Yu (ICLR, 2025)

Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent. - Yangning Li; Yinghui Li; Xinyu Wang 013; Yong Jiang 001; Zhen Zhang; Xinran Zheng; Hui Wang 030; Hai-Tao Zheng 002; Fei Huang 002; Jingren Zhou 001; Philip S. Yu (ICLR, 2025)

Correct like humans: Progressive learning framework for Chinese text error correction. - Yinghui Li; Shirong Ma; Shaoshen Chen; Haojing Huang 001; Shulin Huang; Yangning Li; Hai-Tao Zheng 002; Ying Shen 001 (Expert Syst. Appl., 2025)

One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs. - Yinghui Li; Jiayi Kuang; Haojing Huang 001; Zhikun Xu; Xinnian Liang; Yi Yu; Wenlian Lu; Yangning Li; Xiaoyu Tan; Chao Qu; Ying Shen 001; Hai-Tao Zheng 002; et al. (CoRR, 2025)

DAST: Context-Aware Compression in LLMs via Dynamic Allocation of Soft Tokens. - Shaoshen Chen; Yangning Li; Zishan Xu; Yinghui Li; Xin Su; Zifei Shan; Hai-Tao Zheng 002 (CoRR, 2025)

TestNUC: Enhancing Test-Time Computing Approaches through Neighboring Unlabeled Data Consistency. - Henry Peng Zou; Zhengyao Gu; Yue Zhou; Yankai Chen 001; Weizhi Zhang 001; Liancheng Fang; Yibo Wang 001; Yangning Li; Kay Liu; Philip S. Yu (CoRR, 2025)

RAISE: Reinforenced Adaptive Instruction Selection For Large Language Models. - Qingsong Lv; Yangning Li; Zihua Lan; Zishan Xu; Jiwei Tang; Yinghui Li; Wenhao Jiang; Hai-Tao Zheng 002; Philip S. Yu (CoRR, 2025)

MDIT: A Model-free Data Interpolation Method for Diverse Instruction Tuning. - Yangning Li; Zihua Lan; Lv Qingsong; Yinghui Li; Hai-Tao Zheng 002 (CoRR, 2025)

From Token to Line: Enhancing Code Generation with a Long-Term Perspective. - Tingwei Lu; Yangning Li; Liyuan Wang; Binghuai Lin; Jiwei Tang; Wanshi Xu; Hai-Tao Zheng 002; Yinghui Li; Bingxu An; Zhao Wei; Yong Xu 007 (CoRR, 2025)

A Survey on Large Language Model based Human-Agent Systems. - Henry Peng Zou; Wei-Chieh Huang; Yaozu Wu; Yankai Chen 001; Chunyu Miao; Hoang Nguyen; Yue Zhou; Weizhi Zhang 001; Liancheng Fang; Langzhou He; Yangning Li; Dongyuan Li; et al. (CoRR, 2025)

A Call for Collaborative Intelligence: Why Human-Agent Systems Should Precede AI Autonomy. - Henry Peng Zou; Wei-Chieh Huang; Yaozu Wu; Chunyu Miao; Dongyuan Li; Aiwei Liu; Yue Zhou; Yankai Chen 001; Weizhi Zhang 001; Yangning Li; Liancheng Fang; Renhe Jiang; et al. (CoRR, 2025)

From Web Search towards Agentic Deep Research: Incentivizing Search with Reasoning Agents. - Weizhi Zhang 001; Yangning Li; Yuanchen Bei; Junyu Luo 002; Guancheng Wan; Liangwei Yang; Chenxuan Xie; Yuyao Yang; Wei-Chieh Huang; Chunyu Miao; Henry Peng Zou; Xiao Luo 001; et al. (CoRR, 2025)

A Correlated Data-Driven Collaborative Beamforming Approach for Energy-Efficient IoT Data Transmission. - Yangning Li; Hui Kang; Jiahui Li 002; Geng Sun 001; Zemin Sun; Jiacheng Wang 001; Changyuan Zhao; Dusit Niyato (IEEE Internet Things J., 2025)

Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs. - Yangning Li; Weizhi Zhang; Yuyao Yang; Wei-Chieh Huang; Yaozu Wu; Junyu Luo 002; Yuanchen Bei; Henry Peng Zou; Xiao Luo 001; Yusheng Zhao; Chunkit Chan; Yankai Chen 005; et al. (CoRR, 2025)

OKG-LLM: Aligning Ocean Knowledge Graph with Observation Data via LLMs for Global Sea Surface Temperature Prediction. - Hanchen Yang; Jiaqi Wang; Jiannong Cao 001; Wengen Li; Jialun Zheng; Yangning Li; Chunyu Miao; Jihong Guan; Shuigeng Zhou; Philip S. Yu (CoRR, 2025)