Shizhu He

Shuttle Between Symbolic Instructions and Neural Parameters of Large Language Models ACL 2026 Spectral Disentanglement: Rank-Aware Task Adaptation for Rehearsal-free Continual Learning in LLMs ACL 2026 GATE: Graph-based Adaptive Tool Evolution Across Diverse Tasks ACL 2026 SparK: Query-Aware Unstructured Sparsity with Recoverable KV Cache Channel Pruning AAAI 2026 TaREx: Reinforcement Learning for Code-Driven Table Reasoning AAAI 2026 Seeing Is Believing: Grounding Long-Video Understanding in Spatio-Temporal Visual Evidence AAAI 2026 Harmonizing the Past, Present, and Future: A Null-Space Constrained Region-Specific Method for Continual Learning in LLMs ACL 2026 Awakening Augmented Generation: Learning to Awaken Internal Knowledge of Large Language Models for Question Answering COLING 2025 Multilingual Knowledge Graph Completion via Efficient Multilingual Knowledge Sharing EMNLP 2025 HFF-Tracker: A Hierarchical Fine-grained Fusion Tracker for Referring Multi-Object Tracking AAAI 2025 Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks AAAI 2025 LLaSA: Large Language and Structured Data Assistant NAACL 2025 From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs COLING 2025 SKIntern: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models COLING 2025 Neural Incompatibility: The Unbridgeable Gap of Cross-Scale Parametric Knowledge Transfer in Large Language Models ACL 2025 Search-in-Context: Efficient Multi-Hop QA over Long Contexts via Monte Carlo Tree Search with Dynamic KV Retrieval ACL 2025 KMatrix-2: A Comprehensive Heterogeneous Knowledge Collaborative Enhancement Toolkit for Large Language Model EMNLP 2025 Why and How LLMs Benefit from Knowledge Introspection in Commonsense Reasoning EMNLP 2025 MoDE-CoTD: Chain-of-Thought Distillation for Complex Reasoning Tasks with Mixture of Decoupled LoRA-Experts COLING 2024 Does Large Language Model Contain Task-Specific Neurons? EMNLP 2024 From Instance Training to Instruction Learning: Task Adapters Generation from Instructions NIPS 2024 S3Eval: A Synthetic, Scalable, Systematic Evaluation Suite for Large Language Model NAACL 2024 Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural Networks ICLR 2024 ItD: Large Language Models Can Teach Themselves Induction through Deduction ACL 2024 Teaching Small Language Models to Reason for Knowledge-Intensive Multi-Hop Question Answering ACL 2024 Instance-Level Dynamic LoRAs Composition for Cross-Task Generalization EMNLP 2024 Generate-on-Graph: Treat LLM as both Agent and KG for Incomplete Knowledge Graph Question Answering EMNLP 2024 DA-Code: Agent Data Science Code Generation Benchmark for Large Language Models EMNLP 2024 BP4ER: Bootstrap Prompting for Explicit Reasoning in Medical Dialogue Generation COLING 2024 Towards Graph-hop Retrieval and Reasoning in Complex Question Answering over Textual Database COLING 2024 ExpNote: Black-box Large Language Models are better Task Solvers with Experience Notebook EMNLP 2023 Multi-Target Semantic Parsing with Collaborative Deliberation Network AACL 2023 S3HQA: A Three-Stage Approach for Multi-hop Text-Table Hybrid Question Answering ACL 2023 Class Lifelong Learning for Intent Detection via Structure Consolidation Networks ACL 2023 Prediction and Calibration: Complex Reasoning over Knowledge Graph with Bi-directional Directed Acyclic Graph Neural Network ACL 2023 Multilingual Knowledge Graph Completion from Pretrained Language Models with Knowledge Constraints ACL 2023 On the Effects of Structural Modeling for Neural Semantic Parsing CONLL 2023 Find Parent then Label Children: A Two-stage Taxonomy Completion Method with Pre-trained Language Model EACL 2023 Large Language Models are Better Reasoners with Self-Verification EMNLP 2023 Bipartite Graph Pre-training for Unsupervised Extractive Summarization with Graph Convolutional Auto-Encoders EMNLP 2023 Query2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge Graphs EMNLP 2023 Efficient Data Learning for Open Information Extraction with Pre-trained Language Models EMNLP 2023 On the Effects of Structural Modeling for Neural Semantic Parsing EMNLP 2023 Multi-Target Semantic Parsing with Collaborative Deliberation Network IJCNLP 2023 LingJing at SemEval-2022 Task 3: Applying DeBERTa to Lexical-level Presupposed Relation Taxonomy with Knowledge Transfer NAACL 2022 Leveraging Explicit Lexico-logical Alignments in Text-to-SQL Parsing ACL 2022 MedConQA: Medical Conversational Question Answering System based on Knowledge Graphs EMNLP 2022 LingJing at SemEval-2022 Task 1: Multi-task Self-supervised Pre-training for Multilingual Reverse Dictionary NAACL 2022 Answering Numerical Reasoning Questions in Table-Text Hybrid Contents with Graph-based Encoder and Tree-based Decoder COLING 2022 Incremental Intent Detection for Medical Domain with Contrast Replay Networks ACL 2022 LingJing at SemEval-2022 Task 1: Multi-task Self-supervised Pre-training for Multilingual Reverse Dictionary SEMEVAL 2022 LingJing at SemEval-2022 Task 3: Applying DeBERTa to Lexical-level Presupposed Relation Taxonomy with Knowledge Transfer SEMEVAL 2022 Knowledge Transfer with Visual Prompt in multi-modal Dialogue Understanding and Generation COLING 2022 Decoupling Mixture-of-Graphs: Unseen Relational Learning for Knowledge Graph Completion by Fusing Ontology and Textual Experts COLING 2022 Domain-Lifelong Learning for Dialogue State Tracking via Knowledge Preservation Networks EMNLP 2021 Pre-trained Language Model Based Active Learning for Sentence Matching COLING 2020 AdaNSP: Uncertainty-driven Adaptive Decoding in Neural Semantic Parsing ACL 2019 Vocabulary Pyramid Network: Multi-Pass Encoding and Decoding with Multi-Level Vocabularies for Response Generation ACL 2019 Generating Questions for Knowledge Bases via Incorporating Diversified Contexts and Answer-Aware Loss EMNLP 2019 Incorporating Interlocutor-Aware Context into Response Generation on Multi-Party Chatbots CONLL 2019 Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning EMNLP 2019 Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning IJCNLP 2019 Generating Questions for Knowledge Bases via Incorporating Diversified Contexts and Answer-Aware Loss IJCNLP 2019 Learning to Align Question and Answer Utterances in Customer Service Conversation with Recurrent Pointer Networks AAAI 2019 Extracting Relational Facts by an End-to-End Neural Model with Copy Mechanism ACL 2018 Pattern-revising Enhanced Simple Question Answering over Knowledge Bases COLING 2018 Curriculum Learning for Natural Answer Generation IJCAI 2018 IJCNLP-2017 Task 5: Multi-choice Question Answering in Examinations IJCNLP 2017 Generating Natural Answers by Incorporating Copying and Retrieving Mechanisms in Sequence-to-Sequence Learning ACL 2017 Which is the Effective Way for Gaokao: Information Retrieval or Neural Networks? EACL 2017 An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge ACL 2017 Employing External Rich Knowledge for Machine Comprehension IJCAI 2016 Learning to Represent Review with Tensor Decomposition for Spam Detection EMNLP 2016 Leveraging FrameNet to Improve Automatic Event Detection ACL 2016 Knowledge Graph Embedding via Dynamic Mapping Matrix IJCNLP 2015 Knowledge Graph Embedding via Dynamic Mapping Matrix ACL 2015 Question Answering over Linked Data Using First-order Logic EMNLP 2014 Statistical Machine Translation Improves Question Retrieval in Community Question Answering via Matrix Factorization ACL 2013