Neural Parse Combination. - Liner Yang; Maosong Sun 001; Yong Cheng; Jiacheng Zhang; Zhenghao Liu 001; Huan-Bo Luan; Yang Liu 005 (J. Comput. Sci. Technol., 2017)

Entity-Duet Neural Ranking: Understanding the Role of Knowledge Graph Semantics in Neural Information Retrieval. - Zhenghao Liu 001; Chenyan Xiong; Maosong Sun 001; Zhiyuan Liu 001 (ACL (1), 2018)

DocRED: A Large-Scale Document-Level Relation Extraction Dataset. - Yuan Yao 013; Deming Ye; Peng Li 030; Xu Han 007; Yankai Lin; Zhenghao Liu 001; Zhiyuan Liu 001; Lixin Huang; Jie Zhou 016; Maosong Sun 001 (ACL (1), 2019)

Explore Entity Embedding Effectiveness in Entity Retrieval. - Zhenghao Liu 001; Chenyan Xiong; Maosong Sun 001; Zhiyuan Liu 001 (CCL, 2019)

Understanding the Behaviors of BERT in Ranking. - Yifan Qiao; Chenyan Xiong; Zhenghao Liu 001; Zhiyuan Liu 001 (CoRR, 2019)

Kernel Graph Attention Network for Fact Verification. - Zhenghao Liu 001; Chenyan Xiong; Maosong Sun 001 (CoRR, 2019)

Multi-Paragraph Reasoning with Knowledge-enhanced Graph Neural Network. - Deming Ye; Yankai Lin; Zhenghao Liu 001; Zhiyuan Liu 001; Maosong Sun 001 (CoRR, 2019)

Conversation Generation with Concept Flow. - Houyu Zhang; Zhenghao Liu 001; Chenyan Xiong; Zhiyuan Liu 001 (CoRR, 2019)

Fine-grained Fact Verification with Kernel Graph Attention Network. - Zhenghao Liu 001; Chenyan Xiong; Maosong Sun 001; Zhiyuan Liu 001 (ACL, 2020)

Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs. - Houyu Zhang; Zhenghao Liu 001; Chenyan Xiong; Zhiyuan Liu 001 (ACL, 2020)

Generalizing Open Domain Fact Extraction and Verification to COVID-FACT thorough In-Domain Language Modeling. - Zhenghao Liu 001; Chenyan Xiong; Zhuyun Dai; Si Sun; Maosong Sun 001; Zhiyuan Liu 001 (EMNLP (Findings), 2020)

Coreferential Reasoning Learning for Language Representation. - Deming Ye; Yankai Lin; Jiaju Du; Zhenghao Liu 001; Peng Li 030; Maosong Sun 001; Zhiyuan Liu 001 (EMNLP (1), 2020)

Text Style Transfer via Learning Style Instance Supported Latent Space. - Xiaoyuan Yi; Zhenghao Liu 001; Wenhao Li 003; Maosong Sun 001 (IJCAI, 2020)

Selective Weak Supervision for Neural Information Retrieval. - Kaitao Zhang; Chenyan Xiong; Zhenghao Liu 001; Zhiyuan Liu 001 (WWW, 2020)

Coreferential Reasoning Learning for Language Representation. - Deming Ye; Yankai Lin; Jiaju Du; Zhenghao Liu 001; Maosong Sun 001; Zhiyuan Liu 001 (CoRR, 2020)

Joint Keyphrase Chunking and Salience Ranking with BERT. - Si Sun; Chenyan Xiong; Zhenghao Liu 001; Zhiyuan Liu 001; Jie Bao (CoRR, 2020)

Toward Cross-Lingual Definition Generation for Language Learners. - Cunliang Kong; Liner Yang; Tianzuo Zhang; Qinan Fan; Zhenghao Liu 001; Yun Chen 007; Erhong Yang (CoRR, 2020)

CMT in TREC-COVID Round 2: Mitigating the Generalization Gaps from Web to Special Domain Search. - Chenyan Xiong; Zhenghao Liu 001; Si Sun; Zhuyun Dai; Kaitao Zhang; Shi Yu 001; Zhiyuan Liu 001; Hoifung Poon; Jianfeng Gao 001; Paul Bennett 001 (CoRR, 2020)

Meta Adaptive Neural Ranking with Contrastive Synthetic Supervision. - Si Sun; Yingzhuo Qian; Zhenghao Liu 001; Chenyan Xiong; Kaitao Zhang; Jie Bao; Zhiyuan Liu 001; Paul Bennett 001 (CoRR, 2020)

Few-Shot Text Ranking with Meta Adapted Synthetic Weak Supervision. - Si Sun; Yingzhuo Qian; Zhenghao Liu 001; Chenyan Xiong; Kaitao Zhang; Jie Bao; Zhiyuan Liu 001; Paul Bennett 001 (ACL/IJCNLP (1), 2021)

TIAGE: A Benchmark for Topic-Shift Aware Dialog Modeling. - Huiyuan Xie; Zhenghao Liu 001; Chenyan Xiong; Zhiyuan Liu 001; Ann A. Copestake (EMNLP (Findings), 2021)

More Robust Dense Retrieval with Contrastive Dual Learning. - Yizhi Li; Zhenghao Liu 001; Chenyan Xiong; Zhiyuan Liu 001 (ICTIR, 2021)

Neural Quality Estimation with Multiple Hypotheses for Grammatical Error Correction. - Zhenghao Liu 001; Xiaoyuan Yi; Maosong Sun 001; Liner Yang; Tat-Seng Chua (NAACL-HLT, 2021)

Capturing Global Informativeness in Open Domain Keyphrase Extraction. - Si Sun; Zhenghao Liu 001; Chenyan Xiong; Zhiyuan Liu 001; Jie Bao (NLPCC (2), 2021)

OpenMatch: An Open Source Library for Neu-IR Research. - Zhenghao Liu 001; Kaitao Zhang; Chenyan Xiong; Zhiyuan Liu 001; Maosong Sun 001 (SIGIR, 2021)

Few-Shot Conversational Dense Retrieval. - Shi Yu 001; Zhenghao Liu 001; Chenyan Xiong; Tao Feng; Zhiyuan Liu 001 (SIGIR, 2021)

OpenMatch: An Open-Source Package for Information Retrieval. - Zhenghao Liu 001; Kaitao Zhang; Chenyan Xiong; Zhiyuan Liu 001 (CoRR, 2021)

YACLC: A Chinese Learner Corpus with Multidimensional Annotation. - Yingying Wang; Cunliang Kong; Liner Yang; Yijun Wang; Xiaorong Lu; Renfen Hu; Shan He; Zhenghao Liu 001; Yun Chen 007; Erhong Yang; Maosong Sun 001 (CoRR, 2021)

Dimension Reduction for Efficient Dense Retrieval via Conditional Autoencoder. - Zhenghao Liu 001; Han Zhang; Chenyan Xiong; Zhiyuan Liu 001; Yu Gu 002; Xiaohua Li (EMNLP, 2022)

P3 Ranker: Mitigating the Gaps between Pre-training and Ranking Fine-tuning with Prompt-based Learning and Pre-finetuning. - Xiaomeng Hu; Shi Yu 001; Chenyan Xiong; Zhenghao Liu 001; Zhiyuan Liu 001; Ge Yu 001 (SIGIR, 2022)

P3 Ranker: Mitigating the Gaps between Pre-training and Ranking Fine-tuning with Prompt-based Learning and Pre-finetuning. - Xiaomeng Hu; Shi Yu 001; Chenyan Xiong; Zhenghao Liu 001; Zhiyuan Liu 001; Ge Yu 001 (CoRR, 2022)

Universal Multi-Modality Retrieval with One Unified Embedding Space. - Zhenghao Liu 001; Chenyan Xiong; Yuanhuiyi Lv; Zhiyuan Liu 001; Ge Yu 001 (CoRR, 2022)

Leveraging Prefix Transfer for Multi-Intent Text Revision. - Ruining Chong; Cunliang Kong; Liu Wu; Zhenghao Liu 001; Ziye Jin; Liner Yang; Yange Fan; Hanghang Fan; Erhong Yang (ACL (2), 2023)

Structure-Aware Language Model Pretraining Improves Dense Retrieval on Structured Data. - Xinze Li; Zhenghao Liu 001; Chenyan Xiong; Shi Yu 001; Yu Gu 002; Zhiyuan Liu 001; Ge Yu 001 (ACL (Findings), 2023)

Text Matching Improves Sequential Recommendation by Reducing Popularity Biases. - Zhenghao Liu 001; Sen Mei; Chenyan Xiong; Xiaohua Li; Shi Yu 001; Zhiyuan Liu 001; Yu Gu 002; Ge Yu 001 (CIKM, 2023)

Universal Vision-Language Dense Retrieval: Learning A Unified Representation Space for Multi-Modal Retrieval. - Zhenghao Liu 001; Chenyan Xiong; Yuanhuiyi Lv; Zhiyuan Liu 001; Ge Yu 001 (ICLR, 2023)

OpenMatch-v2: An All-in-one Multi-Modality PLM-based Information Retrieval Toolkit. - Shi Yu 001; Zhenghao Liu 001; Chenyan Xiong; Zhiyuan Liu 001 (SIGIR, 2023)

Fusion-in-T5: Unifying Document Ranking Signals for Improved Information Retrieval. - Shi Yu 001; Chenghao Fan; Chenyan Xiong; David Jin; Zhiyuan Liu 001; Zhenghao Liu 001 (CoRR, 2023)

Unlock Multi-Modal Capability of Dense Retrieval via Visual Module Plugin. - Tianshuo Zhou; Sen Mei; Xinze Li; Zhenghao Liu 001; Chenyan Xiong; Zhiyuan Liu 001; Yu Gu 002; Ge Yu 001 (CoRR, 2023)

Distributionally Robust Unsupervised Dense Retrieval Training on Web Graphs. - Peixuan Han; Zhenghao Liu 001; Zhiyuan Liu 001; Chenyan Xiong (CoRR, 2023)

INTERVENOR: Prompt the Coding Ability of Large Language Models with the Interactive Chain of Repairing. - Hanbin Wang; Zhenghao Liu 001; Shuo Wang 013; Ganqu Cui; Ning Ding 002; Zhiyuan Liu 001; Ge Yu 001 (CoRR, 2023)

Is Chinese Spelling Check ready? Understanding the correction behavior in real-world scenarios. - Liner Yang; Xin Liu; Tianxin Liao; Zhenghao Liu 001; Mengyan Wang; Xuezhi Fang; Erhong Yang (AI Open, 2023)

Knowledge-Aware Self-supervised Educational Resources Recommendation. - Jing Chen; Yu Zhang 018; Bohan Zhang; Zhenghao Liu 001; Minghe Yu; Bin Xu 003; Ge Yu 001 (WISA, 2024)

MMPDRec: A Denoising Model for Knowledge Concepts Recommendation Using Metapaths. - Bohan Zhang; Mo Chen 009; Jing Chen; Minghe Yu; Zhenghao Liu 001; Bin Xu 003; Ge Yu 001 (WISA, 2024)

INTERVENOR: Prompting the Coding Ability of Large Language Models with the Interactive Chain of Repair. - Hanbin Wang; Zhenghao Liu 001; Shuo Wang 013; Ganqu Cui; Ning Ding 002; Zhiyuan Liu 001; Ge Yu 001 (ACL (Findings), 2024)

UltraLink: An Open-Source Knowledge-Enhanced Multilingual Supervised Fine-tuning Dataset. - Haoyu Wang; Shuo Wang 013; Yukun Yan; Xujia Wang; Zhiyu Yang; Yuzhuang Xu; Zhenghao Liu 001; Liner Yang; Ning Ding 002; Xu Han 007; Zhiyuan Liu 001; Maosong Sun 001 (ACL (1), 2024)

MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization. - Zhiyu Yang; Zihan Zhou; Shuo Wang 013; Xin Cong; Xu Han 007; Yukun Yan; Zhenghao Liu 001; Zhixing Tan; Pengyuan Liu; Dong Yu; Zhiyuan Liu 001; Xiaodong Shi; et al. (ACL (Findings), 2024)

MARVEL: Unlocking the Multi-Modal Capability of Dense Retrieval via Visual Module Plugin. - Tianshuo Zhou; Sen Mei; Xinze Li; Zhenghao Liu 001; Chenyan Xiong; Zhiyuan Liu 001; Yu Gu 002; Ge Yu 001 (ACL (1), 2024)

Exploring the Potential of Dimension Reduction in Building Efficient Dense Retrieval Systems. - Zhipeng Xu; Zhenghao Liu 001; Yu Gu 002; Ge Yu 001 (CCIR, 2024)

MCTS: A Multi-Reference Chinese Text Simplification Dataset. - Ruining Chong; Luming Lu; Liner Yang; Jinran Nie; Zhenghao Liu 001; Shuo Wang 013; Shuhan Zhou; Yaoxin Li; Erhong Yang (LREC/COLING, 2024)

Fusion-in-T5: Unifying Variant Signals for Simple and Effective Document Ranking with Attention Fusion. - Shi Yu 001; Chenghao Fan; Chenyan Xiong; David Jin; Zhiyuan Liu 001; Zhenghao Liu 001 (LREC/COLING, 2024)

Enhancing Legal Case Retrieval via Scaling High-quality Synthetic Query-Candidate Pairs. - Cheng Gao; Chaojun Xiao; Zhenghao Liu 001; Huimin Chen; Zhiyuan Liu 001; Maosong Sun 001 (EMNLP, 2024)

Chameleon: Towards Update-Efficient Learned Indexing for Locally Skewed Data. - Na Guo; Yaqi Wang; Wenli Sun; Yu Gu 002; Jianzhong Qi 001; Zhenghao Liu 001; Xiufeng Xia; Ge Yu 001 (ICDE, 2024)

Toolink: Linking Toolkit Creation and Using through Chain-of-Solving on Open-Source Model. - Cheng Qian 008; Chenyan Xiong; Zhenghao Liu 001; Zhiyuan Liu 001 (NAACL-HLT, 2024)

Modeling User Viewing Flow using Large Language Models for Article Recommendation. - Zhenghao Liu 001; Zulong Chen; Moufeng Zhang; Shaoyang Duan; Hong Wen 002; Liangyue Li; Nan Li; Yu Gu 002; Ge Yu 001 (WWW (Companion Volume), 2024)

OMGEval: An Open Multilingual Generative Evaluation Benchmark for Large Language Models. - Yang Liu 359; Meng Xu; Shuo Wang 013; Liner Yang; Haoyu Wang; Zhenghao Liu 001; Cunliang Kong; Yun Chen 007; Yang Liu 005; Maosong Sun 001; Erhong Yang (CoRR, 2024)

ActiveRAG: Revealing the Treasures of Knowledge via Active Learning. - Zhipeng Xu; Zhenghao Liu 001; Yibin Liu; Chenyan Xiong; Yukun Yan; Shuo Wang 013; Shi Yu 001; Zhiyuan Liu 001; Ge Yu 001 (CoRR, 2024)

From Text to CQL: Bridging Natural Language and Corpus Search Engine. - Luming Lu; Jiyuan An; Yujie Wang; Liner Yang; Cunliang Kong; Zhenghao Liu 001; Shuo Wang 013; Haozhe Lin; Mingwei Fang; Yaping Huang; Erhong Yang (CoRR, 2024)

Cleaner Pretraining Corpus Curation with Neural Web Scraping. - Zhipeng Xu; Zhenghao Liu 001; Yukun Yan; Zhiyuan Liu 001; Chenyan Xiong; Ge Yu 001 (CoRR, 2024)

Say More with Less: Understanding Prompt Learning Behaviors through Gist Compression. - Xinze Li; Zhenghao Liu 001; Chenyan Xiong; Shi Yu 001; Yukun Yan; Shuo Wang 013; Ge Yu 001 (CoRR, 2024)

Advancing LLM Reasoning Generalists with Preference Trees. - Lifan Yuan; Ganqu Cui; Hanbin Wang; Ning Ding 002; Xingyao Wang 002; Jia Deng; Boji Shan; Huimin Chen; Ruobing Xie; Yankai Lin; Zhenghao Liu 001; Bowen Zhou 002; et al. (CoRR, 2024)

PersLLM: A Personified Training Approach for Large Language Models. - Zheni Zeng; Jiayi Chen 005; Huimin Chen; Yukun Yan; Yuxuan Chen; Zhenghao Liu 001; Zhiyuan Liu 001; Maosong Sun 001 (CoRR, 2024)

RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework. - Kunlun Zhu; Yifan Luo; Dingling Xu; Ruobing Wang; Shi Yu 001; Shuo Wang 013; Yukun Yan; Zhenghao Liu 001; Xu Han 007; Zhiyuan Liu 001; Maosong Sun 001 (CoRR, 2024)

Enhancing the Code Debugging Ability of LLMs via Communicative Agent Based Data Refinement. - Weiqing Yang; Hanbin Wang; Zhenghao Liu 001; Xinze Li; Yukun Yan; Shuo Wang 013; Yu Gu 002; Minghe Yu; Zhiyuan Liu 001; Ge Yu 001 (CoRR, 2024)

Retriever-and-Memory: Towards Adaptive Note-Enhanced Retrieval-Augmented Generation. - Ruobing Wang; Daren Zha; Shi Yu 001; Qingfei Zhao; Yuxuan Chen; Yixuan Wang; Shuo Wang 013; Yukun Yan; Zhenghao Liu 001; Xu Han 007; Zhiyuan Liu 001; Maosong Sun 001 (CoRR, 2024)

KBAlign: Efficient Self Adaptation on Specific Knowledge Bases. - Zheni Zeng; Yuxuan Chen; Shi Yu 001; Yukun Yan; Zhenghao Liu 001; Shuo Wang 013; Xu Han 007; Zhiyuan Liu 001; Maosong Sun 001 (CoRR, 2024)

CHGNN: A Semi-Supervised Contrastive Hypergraph Learning Network. - Yumeng Song; Yu Gu 002; Tianyi Li 005; Jianzhong Qi 001; Zhenghao Liu 001; Christian S. Jensen; Ge Yu 001 (IEEE Trans. Knowl. Data Eng., 2024)

Judge as A Judge: Improving the Evaluation of Retrieval-Augmented Generation through the Judge-Consistency of Large Language Models. - Shuliang Liu; Xinze Li; Zhenghao Liu 001; Yukun Yan; Cheng Yang 002; Zheni Zeng; Zhiyuan Liu 001; Maosong Sun 001; Ge Yu 001 (ACL (Findings), 2025)

RankCoT: Refining Knowledge for Retrieval-Augmented Generation through Ranking Chain-of-Thoughts. - Mingyan Wu; Zhenghao Liu 001; Yukun Yan; Xinze Li; Shi Yu 001; Zheni Zeng; Yu Gu 002; Ge Yu 001 (ACL (1), 2025)

RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework. - Kunlun Zhu; Yifan Luo; Dingling Xu; Yukun Yan; Zhenghao Liu 001; Shi Yu 001; Ruobing Wang; Shuo Wang 013; Yishan Li; Nan Zhang; Xu Han 007; Zhiyuan Liu 001; et al. (ACL (1), 2025)

RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data Rewards. - Xinze Li; Sen Mei; Zhenghao Liu 001; Yukun Yan; Shuo Wang 013; Shi Yu 001; Zheni Zeng; Hao Chen; Ge Yu 001; Zhiyuan Liu 001; Maosong Sun 001; Chenyan Xiong (ICLR, 2025)

VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents. - Shi Yu 001; Chaoyue Tang; Bokai Xu; Junbo Cui; Junhao Ran; Yukun Yan; Zhenghao Liu 001; Shuo Wang 013; Xu Han 007; Zhiyuan Liu 001; Maosong Sun 001 (ICLR, 2025)

Advancing LLM Reasoning Generalists with Preference Trees. - Lifan Yuan; Ganqu Cui; Hanbin Wang; Ning Ding 002; Xingyao Wang 002; Boji Shan; Zeyuan Liu; Jia Deng; Huimin Chen; Ruobing Xie; Yankai Lin; Zhenghao Liu 001; et al. (ICLR, 2025)

COAST: Enhancing the Code Debugging Ability of LLMs through Communicative Agent Based Data Synthesis. - Weiqing Yang; Hanbin Wang; Zhenghao Liu 001; Xinze Li; Yukun Yan; Shuo Wang 013; Yu Gu 002; Minghe Yu; Zhiyuan Liu 001; Ge Yu 001 (NAACL (Findings), 2025)

Enhancing the Patent Matching Capability of Large Language Models via the Memory Graph. - Qiushi Xiong; Zhipeng Xu; Zhenghao Liu 001; Mengjia Wang; Zulong Chen; Yue Sun; Yu Gu 002; Xiaohua Li; Ge Yu 001 (SIGIR, 2025)

Learning More Effective Representations for Dense Retrieval through Deliberate Thinking Before Search. - Yifan Ji; Zhipeng Xu; Zhenghao Liu 001; Yukun Yan; Shi Yu 001; Yishan Li; Zhiyuan Liu 001; Yu Gu 002; Ge Yu 001; Maosong Sun 001 (CoRR, 2025)

PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths. - Boyu Chen; Zirui Guo; Zidan Yang; Yuluo Chen; Junze Chen; Zhenghao Liu 001; Chuan Shi 001; Cheng Yang 002 (CoRR, 2025)

PIP-KAG: Mitigating Knowledge Conflicts in Knowledge-Augmented Generation via Parametric Pruning. - Pengcheng Huang 004; Zhenghao Liu 001; Yukun Yan; Xiaoyuan Yi; Hao Chen; Zhiyuan Liu 001; Maosong Sun 001; Tong Xiao; Ge Yu 001; Chenyan Xiong (CoRR, 2025)

LLM-QE: Improving Query Expansion by Aligning Large Language Models with Ranking Preferences. - Sijia Yao; Pengcheng Huang 004; Zhenghao Liu 001; Yu Gu 002; Yukun Yan; Shi Yu 001; Ge Yu 001 (CoRR, 2025)

Benchmarking Retrieval-Augmented Generation in Multi-Modal Contexts. - Zhenghao Liu 001; Xingsheng Zhu; Tianshuo Zhou; Xinyi Zhang; Xiaoyuan Yi; Yukun Yan; Yu Gu 002; Ge Yu 001; Maosong Sun 001 (CoRR, 2025)

HIPPO: Enhancing the Table Understanding Capability of Large Language Models through Hybrid-Modal Preference Optimization. - Zhenghao Liu 001; Haolan Wang; Xinze Li; Qiushi Xiong; Xiaocui Yang; Yu Gu 002; Yukun Yan; Qi Shi 002; Fangfang Li 002; Ge Yu 001; Maosong Sun 001 (CoRR, 2025)

Building a Coding Assistant via the Retrieval-Augmented Language Model. - Xinze Li; Hanbin Wang; Zhenghao Liu 001; Shi Yu 001; Shuo Wang 013; Yukun Yan; Yukai Fu; Yu Gu 002; Ge Yu 001 (ACM Trans. Inf. Syst., 2025)

UltraRAG: A Modular and Automated Toolkit for Adaptive Retrieval-Augmented Generation. - Yuxuan Chen; Dewen Guo; Sen Mei; Xinze Li; Hao Chen; Yishan Li; Yixuan Wang; Chaoyue Tang; Ruobing Wang; Dingjun Wu; Yukun Yan; Zhenghao Liu 001; et al. (CoRR, 2025)

Multi-Evidence Based Fact Verification via A Confidential Graph Neural Network. - Yuqing Lan; Zhenghao Liu 001; Yu Gu 002; Xiaoyuan Yi; Xiaohua Li; Liner Yang; Ge Yu 001 (IEEE Trans. Big Data, 2025)

Learning to Route Queries Across Knowledge Bases for Step-wise Retrieval-Augmented Reasoning. - Chunyi Peng; Zhipeng Xu; Zhenghao Liu 001; Yishan Li; Yukun Yan; Shuo Wang 013; Zhiyuan Liu 001; Yu Gu 002; Minghe Yu; Ge Yu 001; Maosong Sun 001 (CoRR, 2025)

ConsRec: Denoising Sequential Recommendation through User-Consistent Preference Modeling. - Haidong Xin; Qiushi Xiong; Zhenghao Liu 001; Sen Mei; Yukun Yan; Shi Yu 001; Shuo Wang 013; Yu Gu 002; Ge Yu 001; Chenyan Xiong (CoRR, 2025)

EULER: Enhancing the Reasoning Ability of Large Language Models through Error-Induced Learning. - Zhuoyang Wu; Xinze Li; Zhenghao Liu 001; Yukun Yan; Zhiyuan Liu 001; Minghe Yu; Cheng Yang 002; Yu Gu 002; Ge Yu 001; Maosong Sun 001 (CoRR, 2025)

ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation. - Hao Chen; Yukun Yan; Sen Mei; Wanxiang Che; Zhenghao Liu 001; Qi Shi 002; Xinze Li; Yuchun Fan; Pengcheng Huang 004; Qiushi Xiong; Zhiyuan Liu 001; Maosong Sun 001 (CoRR, 2025)

A*-Thought: Efficient Reasoning via Bidirectional Compression for Low-Resource Settings. - Xiaoang Xu; Shuo Wang 013; Xu Han 007; Zhenghao Liu 001; Huijia Wu; Peipei Li; Zhiyuan Liu 001; Maosong Sun 001; Zhaofeng He (CoRR, 2025)

KARE-RAG: Knowledge-Aware Refinement and Enhancement for RAG. - Yongjian Li; HaoCheng Chu; Yukun Yan; Zhenghao Liu 001; Shi Yu 001; Zheni Zeng; Ruobing Wang; Sen Song; Zhiyuan Liu 001; Maosong Sun 001 (CoRR, 2025)

KG-Infused RAG: Augmenting Corpus-Based RAG with External Knowledge Graphs. - Dingjun Wu; Yukun Yan; Zhenghao Liu 001; Zhiyuan Liu 001; Maosong Sun 001 (CoRR, 2025)

ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization. - Zhensheng Jin; Xinze Li; Yifan Ji; Chunyi Peng; Zhenghao Liu 001; Qi Shi 002; Yukun Yan; Shuo Wang 013; Furong Peng; Ge Yu 001 (CoRR, 2025)

Tailored Definitions With Easy Reach: Complexity-Controllable Definition Generation. - Liner Yang; Jiaxin Yuan; Cunliang Kong; Jingsi Yu; Ruining Chong; Zhenghao Liu 001; Erhong Yang (IEEE Trans. Big Data, 2025)