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Shizhu He

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

79

Venues

12

Active years

2013–2026

Best venue rank

A*

Where they publish

Papers

79 indexed papers, newest first.

YearVenueTitleAuthors
2026AAAITaREx: Reinforcement Learning for Code-Driven Table Reasoning.Fangyu Lei, Jinxiang Meng, Yiming Huang, Shizhu He, Jun Zhao, Kang Liu
2026AAAISparK: Query-Aware Unstructured Sparsity with Recoverable KV Cache Channel Pruning.Huanxuan Liao, Yixing Xu, Shizhu He, Guanchen Li, Xuanwu Yin, Dong Li, Emad Barsoum, Jun Zhao, Kang Liu
2026AAAISeeing Is Believing: Grounding Long-Video Understanding in Spatio-Temporal Visual Evidence.Zhaoyang Wei, Guoliang Wang, Guohua Gao, Yanchao Hao, Mingda Li, Wenchao Ding, Xi Chen, Shizhu He, Xuehui Yu
2026ACLHarmonizing the Past, Present, and Future: A Null-Space Constrained Region-Specific Method for Continual Learning in LLMs.Jinhui Chen, Shizhu He, Xingchang Yang, Huanxuan Liao, Yequan Wang, Xiangwen Liao, Wenhao Teng, Kang Liu, Jun Zhao
2026ACLSpectral Disentanglement: Rank-Aware Task Adaptation for Rehearsal-free Continual Learning in LLMs.Huanxuan Liao, Shizhu He, Yupu Hao, Yequan Wang, Wenhao Teng, Xiangwen Liao, Jun Zhao, Kang Liu
2026ACLGATE: Graph-based Adaptive Tool Evolution Across Diverse Tasks.Jianwen Luo, Yiming Huang, Jinxiang Meng, Fangyu Lei, Shizhu He, Xiao Liu, Shanshan Jiang, Bin Dong, Jun Zhao, Kang Liu
2026ACLProgressive Re-ranking for Multimodal Retrieval-Augmented Generation via Curriculum Learning.Zhu Min, Yanchao Hao, Jian Liu, Shizhu He, Xi Chen
2026ACLShuttle Between Symbolic Instructions and Neural Parameters of Large Language Models.Wangtao Sun, Haotian Xu, Huanxuan Liao, Xuanqing Yu, Zhongtao Jiang, Shizhu He, Jun Zhao, Kang Liu
2025AAAINeural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks.Huanxuan Liao, Shizhu He, Yao Xu, Yuanzhe Zhang, Kang Liu, Jun Zhao
2025AAAIHFF-Tracker: A Hierarchical Fine-grained Fusion Tracker for Referring Multi-Object Tracking.Zeyong Zhao, Yanchao Hao, Minghao Zhang, Qingbin Liu, Bo Li, Dianbo Sui, Shizhu He, Xi Chen
2025ACLSearch-in-Context: Efficient Multi-Hop QA over Long Contexts via Monte Carlo Tree Search with Dynamic KV Retrieval.Jiabei Chen, Guang Liu, Shizhu He, Kun Luo, Yao Xu, Jun Zhao, Kang Liu
2025ACLNeural Incompatibility: The Unbridgeable Gap of Cross-Scale Parametric Knowledge Transfer in Large Language Models.Yuqiao Tan, Shizhu He, Kang Liu, Jun Zhao
2025COLINGProceedings of Bridging Neurons and Symbols for Natural Language Processing and Knowledge Graphs Reasoning @ COLING 2025.Kang Liu, Yangqiu Song, Zhen Han, Rafet Sifa, Shizhu He, Yunfei Long
2025COLINGSKIntern: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models.Huanxuan Liao, Shizhu He, Yupu Hao, Xiang Li, Yuanzhe Zhang, Jun Zhao, Kang Liu
2025COLINGAwakening Augmented Generation: Learning to Awaken Internal Knowledge of Large Language Models for Question Answering.Huanxuan Liao, Shizhu He, Yao Xu, Yuanzhe Zhang, Shengping Liu, Kang Liu, Jun Zhao
2025COLINGFrom Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs.Wangtao Sun, Shizhu He, Jun Zhao, Kang Liu
2025EMNLPMultilingual Knowledge Graph Completion via Efficient Multilingual Knowledge Sharing.Cunli Mao, Xiaofei Gao, Ran Song, Shizhu He, Shengxiang Gao, Kang Liu, Zhengtao Yu
2025EMNLPKMatrix-2: A Comprehensive Heterogeneous Knowledge Collaborative Enhancement Toolkit for Large Language Model.Shun Wu, Di Wu, Wangtao Sun, Ziyang Huang, Xiaowei Yuan, Kun Luo, Xueyou Zhang, Shizhu He, Jun Zhao, Kang Liu
2025EMNLPWhy and How LLMs Benefit from Knowledge Introspection in Commonsense Reasoning.Chengfeng Zhao, Shizhu He, Shanshan Jiang, Bin Dong, Jun Zhao, Kang Liu
2025NAACLLLaSA: Large Language and Structured Data Assistant.Yao Xu, Shizhu He, Jiabei Chen, ZengXiangrong ZengXiangrong, Bingning Wang, Guang Liu, Jun Zhao, Kang Liu
2024ACLTeaching Small Language Models to Reason for Knowledge-Intensive Multi-Hop Question Answering.Xiang Li, Shizhu He, Fangyu Lei, JunYang JunYang, Tianhuang Su, Kang Liu, Jun Zhao
2024ACLItD: Large Language Models Can Teach Themselves Induction through Deduction.Wangtao Sun, Haotian Xu, Xuanqing Yu, Pei Chen, Shizhu He, Jun Zhao, Kang Liu
2024COLINGBP4ER: Bootstrap Prompting for Explicit Reasoning in Medical Dialogue Generation.Yuhong He, Yongqi Zhang, Shizhu He, Jun Wan
2024COLINGMoDE-CoTD: Chain-of-Thought Distillation for Complex Reasoning Tasks with Mixture of Decoupled LoRA-Experts.Xiang Li, Shizhu He, Jiayu Wu, Zhao Yang, Yao Xu, Yang jun Jun, Haifeng Liu, Kang Liu, Jun Zhao
2024COLINGTowards Graph-hop Retrieval and Reasoning in Complex Question Answering over Textual Database.Minjun Zhu, Yixuan Weng, Shizhu He, Kang Liu, Haifeng Liu, Yang jun Jun, Jun Zhao
2024EMNLPDA-Code: Agent Data Science Code Generation Benchmark for Large Language Models.Yiming Huang, Jianwen Luo, Yan Yu, Yitong Zhang, Fangyu Lei, Yifan Wei, Shizhu He, Lifu Huang, Xiao Liu, Jun Zhao, Kang Liu
2024EMNLPDoes Large Language Model Contain Task-Specific Neurons?Ran Song, Shizhu He, Shuting Jiang, Yantuan Xian, Shengxiang Gao, Kang Liu, Zhengtao Yu
2024EMNLPInstance-Level Dynamic LoRAs Composition for Cross-Task Generalization.Zhiqi Wang, Shizhu He, Kang Liu, Jun Zhao
2024EMNLPGenerate-on-Graph: Treat LLM as both Agent and KG for Incomplete Knowledge Graph Question Answering.Yao Xu, Shizhu He, Jiabei Chen, Zihao Wang, Yangqiu Song, Hanghang Tong, Guang Liu, Jun Zhao, Kang Liu
2024ICASSPUnsupervised Learning of Neural Semantic Mappings with the Hungarian Algorithm for Compositional Semantics.Xiang Zhang, Shizhu He, Kang Liu, Jun Zhao
2024ICLRMastering Symbolic Operations: Augmenting Language Models with Compiled Neural Networks.Yixuan Weng, Minjun Zhu, Fei Xia, Bin Li, Shizhu He, Kang Liu, Jun Zhao
2024NAACLS3Eval: A Synthetic, Scalable, Systematic Evaluation Suite for Large Language Model.Fangyu Lei, Qian Liu, Yiming Huang, Shizhu He, Jun Zhao, Kang Liu
2023ACLS3HQA: A Three-Stage Approach for Multi-hop Text-Table Hybrid Question Answering.Fangyu Lei, Xiang Li, Yifan Wei, Shizhu He, Yiming Huang, Jun Zhao, Kang Liu
2023ACLClass Lifelong Learning for Intent Detection via Structure Consolidation Networks.Qingbin Liu, Yanchao Hao, Xiaolong Liu, Bo Li, Dianbo Sui, Shizhu He, Kang Liu, Jun Zhao, Xi Chen, Ningyu Zhang, Jiaoyan Chen
2023ACLMultilingual Knowledge Graph Completion from Pretrained Language Models with Knowledge Constraints.Ran Song, Shizhu He, Shengxiang Gao, Li Cai, Kang Liu, Zhengtao Yu, Jun Zhao
2023ACLPrediction and Calibration: Complex Reasoning over Knowledge Graph with Bi-directional Directed Acyclic Graph Neural Network.Yao Xu, Shizhu He, Li Cai, Kang Liu, Jun Zhao
2023CoNLLOn the Effects of Structural Modeling for Neural Semantic Parsing.Xiang Zhang, Shizhu He, Kang Liu, Jun Zhao
2023EACLFind Parent then Label Children: A Two-stage Taxonomy Completion Method with Pre-trained Language Model.Fei Xia, Yixuan Weng, Shizhu He, Kang Liu, Jun Zhao
2023EMNLPEfficient Data Learning for Open Information Extraction with Pre-trained Language Models.Zhiyuan Fan, Shizhu He
2023EMNLPBipartite Graph Pre-training for Unsupervised Extractive Summarization with Graph Convolutional Auto-Encoders.Qianren Mao, Shaobo Zhao, Jiarui Li, Xiaolei Gu, Shizhu He, Bo Li, Jianxin Li
2023EMNLPExpNote: Black-box Large Language Models are better Task Solvers with Experience Notebook.Wangtao Sun, Xuanqing Yu, Shizhu He, Jun Zhao, Kang Liu
2023EMNLPLarge Language Models are Better Reasoners with Self-Verification.Yixuan Weng, Minjun Zhu, Fei Xia, Bin Li, Shizhu He, Shengping Liu, Bin Sun, Kang Liu, Jun Zhao
2023EMNLPQuery2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge Graphs.Yao Xu, Shizhu He, Cunguang Wang, Li Cai, Kang Liu, Jun Zhao
2023ICASSPLearning to Build Reasoning Chains by Reliable Path Retrieval.Minjun Zhu, Yixuan Weng, Shizhu He, Cunguang Wang, Kang Liu, Li Cai, Jun Zhao
2023IJCNLPMulti-Target Semantic Parsing with Collaborative Deliberation Network.Xiang Li, Fangyu Lei, Shizhu He, Kang Liu, Jun Zhao
2022AAAIADBCMM : Acronym Disambiguation by Building Counterfactuals and Multilingual Mixing.Yixuan Weng, Fei Xia, Bin Li, Xiusheng Huang, Shizhu He
2022AAAIANACONDA: Adversarial training with iNtrust loss in ACrONym DisambiguAtion.Fei Xia, Bin Li, Yixuan Weng, Xiusheng Huang, Shizhu He
2022ACLIncremental Intent Detection for Medical Domain with Contrast Replay Networks.Guirong Bai, Shizhu He, Kang Liu, Jun Zhao
2022ACLLeveraging Explicit Lexico-logical Alignments in Text-to-SQL Parsing.Runxin Sun, Shizhu He, Chong Zhu, Yaohan He, Jinlong Li, Jun Zhao, Kang Liu
2022COLINGAnswering Numerical Reasoning Questions in Table-Text Hybrid Contents with Graph-based Encoder and Tree-based Decoder.Fangyu Lei, Shizhu He, Xiang Li, Jun Zhao, Kang Liu
2022COLINGDecoupling Mixture-of-Graphs: Unseen Relational Learning for Knowledge Graph Completion by Fusing Ontology and Textual Experts.Ran Song, Shizhu He, Suncong Zheng, Shengxiang Gao, Kang Liu, Zhengtao Yu, Jun Zhao
2022EMNLPMedConQA: Medical Conversational Question Answering System based on Knowledge Graphs.Fei Xia, Bin Li, Yixuan Weng, Shizhu He, Kang Liu, Bin Sun, Shutao Li, Jun Zhao
2021EMNLPDomain-Lifelong Learning for Dialogue State Tracking via Knowledge Preservation Networks.Qingbin Liu, Pengfei Cao, Cao Liu, Jiansong Chen, Xunliang Cai, Fan Yang, Shizhu He, Kang Liu, Jun Zhao
2020COLINGPre-trained Language Model Based Active Learning for Sentence Matching.Guirong Bai, Shizhu He, Kang Liu, Jun Zhao, Zaiqing Nie
2019AAAILearning to Align Question and Answer Utterances in Customer Service Conversation with Recurrent Pointer Networks.Shizhu He, Kang Liu, Weiting An
2019ACLVocabulary Pyramid Network: Multi-Pass Encoding and Decoding with Multi-Level Vocabularies for Response Generation.Cao Liu, Shizhu He, Kang Liu, Jun Zhao
2019ACLAdaNSP: Uncertainty-driven Adaptive Decoding in Neural Semantic Parsing.Xiang Zhang, Shizhu He, Kang Liu, Jun Zhao
2019CoNLLIncorporating Interlocutor-Aware Context into Response Generation on Multi-Party Chatbots.Cao Liu, Kang Liu, Shizhu He, Zaiqing Nie, Jun Zhao
2019EMNLPGenerating Questions for Knowledge Bases via Incorporating Diversified Contexts and Answer-Aware Loss.Cao Liu, Kang Liu, Shizhu He, Zaiqing Nie, Jun Zhao
2019EMNLPLearning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning.Xiangrong Zeng, Shizhu He, Daojian Zeng, Kang Liu, Shengping Liu, Jun Zhao
2018AAAILarge Scaled Relation Extraction With Reinforcement Learning.Xiangrong Zeng, Shizhu He, Kang Liu, Jun Zhao
2018ACLExtracting Relational Facts by an End-to-End Neural Model with Copy Mechanism.Xiangrong Zeng, Daojian Zeng, Shizhu He, Kang Liu, Jun Zhao
2018COLINGPattern-revising Enhanced Simple Question Answering over Knowledge Bases.Yanchao Hao, Hao Liu, Shizhu He, Kang Liu, Jun Zhao
2018IJCAICurriculum Learning for Natural Answer Generation.Cao Liu, Shizhu He, Kang Liu, Jun Zhao
2017AAAIDistant Supervision for Relation Extraction with Sentence-Level Attention and Entity Descriptions.Guoliang Ji, Kang Liu, Shizhu He, Jun Zhao
2017ACLAn End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge.Yanchao Hao, Yuanzhe Zhang, Kang Liu, Shizhu He, Zhanyi Liu, Hua Wu, Jun Zhao
2017ACLGenerating Natural Answers by Incorporating Copying and Retrieving Mechanisms in Sequence-to-Sequence Learning.Shizhu He, Cao Liu, Kang Liu, Jun Zhao
2017EACLWhich is the Effective Way for Gaokao: Information Retrieval or Neural Networks?Shangmin Guo, Xiangrong Zeng, Shizhu He, Kang Liu, Jun Zhao
2017IJCNLPIJCNLP-2017 Task 5: Multi-choice Question Answering in Examinations.Shangmin Guo, Kang Liu, Shizhu He, Cao Liu, Jun Zhao, Zhuoyu Wei
2016AAAIKnowledge Graph Completion with Adaptive Sparse Transfer Matrix.Guoliang Ji, Kang Liu, Shizhu He, Jun Zhao
2016AAAIA Probabilistic Soft Logic Based Approach to Exploiting Latent and Global Information in Event Classification.Shulin Liu, Kang Liu, Shizhu He, Jun Zhao
2016AAAIA Joint Model for Question Answering over Multiple Knowledge Bases.Yuanzhe Zhang, Shizhu He, Kang Liu, Jun Zhao
2016ACLLeveraging FrameNet to Improve Automatic Event Detection.Shulin Liu, Yubo Chen, Shizhu He, Kang Liu, Jun Zhao
2016EMNLPLearning to Represent Review with Tensor Decomposition for Spam Detection.Xuepeng Wang, Kang Liu, Shizhu He, Jun Zhao
2016IJCAIEmploying External Rich Knowledge for Machine Comprehension.Bingning Wang, Shangmin Guo, Kang Liu, Shizhu He, Jun Zhao
2015ACLKnowledge Graph Embedding via Dynamic Mapping Matrix.Guoliang Ji, Shizhu He, Liheng Xu, Kang Liu, Jun Zhao
2015CIKMLearning to Represent Knowledge Graphs with Gaussian Embedding.Shizhu He, Kang Liu, Guoliang Ji, Jun Zhao
2014EMNLPQuestion Answering over Linked Data Using First-order Logic.Shizhu He, Kang Liu, Yuanzhe Zhang, Liheng Xu, Jun Zhao
2013ACLStatistical Machine Translation Improves Question Retrieval in Community Question Answering via Matrix Factorization.Guangyou Zhou, Fang Liu, Yang Liu, Shizhu He, Jun Zhao