← Authors

Shizhu He

74 papers · 2013–2026 · 13 conferences · across top CS/AI conferences

Achievements

πŸƒ Academic Marathon (12) 🐣 Hot Topic Early Bird πŸ—ΊοΈ Taxonomy Completionist (109) 🌈 Renaissance Researcher (11) πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer 🐝 Cross-Pollinator (11) 🌍 Conference Polyglot (13) 🀝 Dynamic Duo (64) πŸ”¬ Deep Specialist (15) 🧬 Topic Evolution πŸ† Keyword Champion (2) ❓ The Questioner (2) πŸ“ˆ Trend Setter πŸ—ƒοΈ Keyword Collector (287) ⚑ Prolific Year (12) πŸ”₯ Unstoppable (13) πŸ’Ž Century Club (71) πŸš€ Conference Pioneer

Conferences

EMNLP (19) ACL (18) COLING (11) AAAI (6) IJCNLP (5) NAACL (4) CONLL (2) EACL (2) IJCAI (2) SEMEVAL (2) AACL (1) ICLR (1) NIPS (1)

Top co-authors

Kang Liu (66) Jun Zhao (64) Yixuan Weng (10) Yao Xu (9) Fei Xia (8) Fangyu Lei (8) Cao Liu (8) Bin Li (8) Xiang Li (7) Bin Sun (6)

Keywords

large language model (11) knowledge distillation (9) question answering (8) neural network (8) knowledge base (6) knowledge graph (5) copy mechanism (4) transfer learning (4) semantic parsing (4) knowledge graph completion (4) reinforcement learning (3) contrastive learning (3) small language model (3) graph neural network (3) dialogue system (3) catastrophic forgetting (3) complex reasoning (3) relation extraction (3) multi-hop question answering (3) knowledge retrieval (3)

Papers

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
SKIntern: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models COLING 2025
Awakening Augmented Generation: Learning to Awaken Internal Knowledge of Large Language Models for Question Answering COLING 2025
LLaSA: Large Language and Structured Data Assistant NAACL 2025
Search-in-Context: Efficient Multi-Hop QA over Long Contexts via Monte Carlo Tree Search with Dynamic KV Retrieval ACL 2025
Multilingual Knowledge Graph Completion via Efficient Multilingual Knowledge Sharing EMNLP 2025
KMatrix-2: A Comprehensive Heterogeneous Knowledge Collaborative Enhancement Toolkit for Large Language Model EMNLP 2025
From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs COLING 2025
Why and How LLMs Benefit from Knowledge Introspection in Commonsense Reasoning EMNLP 2025
Neural Incompatibility: The Unbridgeable Gap of Cross-Scale Parametric Knowledge Transfer in Large Language Models ACL 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
From Instance Training to Instruction Learning: Task Adapters Generation from Instructions NIPS 2024
BP4ER: Bootstrap Prompting for Explicit Reasoning in Medical Dialogue Generation COLING 2024
MoDE-CoTD: Chain-of-Thought Distillation for Complex Reasoning Tasks with Mixture of Decoupled LoRA-Experts COLING 2024
Towards Graph-hop Retrieval and Reasoning in Complex Question Answering over Textual Database COLING 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
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
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
DA-Code: Agent Data Science Code Generation Benchmark for Large Language Models EMNLP 2024
Does Large Language Model Contain Task-Specific Neurons? EMNLP 2024
Query2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge Graphs 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
Efficient Data Learning for Open Information Extraction with Pre-trained Language Models EMNLP 2023
ExpNote: Black-box Large Language Models are better Task Solvers with Experience Notebook 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 1: Multi-task Self-supervised Pre-training for Multilingual Reverse Dictionary 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 3: Applying DeBERTa to Lexical-level Presupposed Relation Taxonomy with Knowledge Transfer NAACL 2022
Knowledge Transfer with Visual Prompt in multi-modal Dialogue Understanding and Generation COLING 2022
LingJing at SemEval-2022 Task 1: Multi-task Self-supervised Pre-training for Multilingual Reverse Dictionary SEMEVAL 2022
Answering Numerical Reasoning Questions in Table-Text Hybrid Contents with Graph-based Encoder and Tree-based Decoder COLING 2022
LingJing at SemEval-2022 Task 3: Applying DeBERTa to Lexical-level Presupposed Relation Taxonomy with Knowledge Transfer SEMEVAL 2022
Decoupling Mixture-of-Graphs: Unseen Relational Learning for Knowledge Graph Completion by Fusing Ontology and Textual Experts COLING 2022
Incremental Intent Detection for Medical Domain with Contrast Replay Networks ACL 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
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
Incorporating Interlocutor-Aware Context into Response Generation on Multi-Party Chatbots CONLL 2019
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
Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning EMNLP 2019
Generating Questions for Knowledge Bases via Incorporating Diversified Contexts and Answer-Aware Loss EMNLP 2019
Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning IJCNLP 2019
Pattern-revising Enhanced Simple Question Answering over Knowledge Bases COLING 2018
Extracting Relational Facts by an End-to-End Neural Model with Copy Mechanism ACL 2018
Curriculum Learning for Natural Answer Generation IJCAI 2018
An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge ACL 2017
IJCNLP-2017 Task 5: Multi-choice Question Answering in Examinations IJCNLP 2017
Which is the Effective Way for Gaokao: Information Retrieval or Neural Networks? EACL 2017
Generating Natural Answers by Incorporating Copying and Retrieving Mechanisms in Sequence-to-Sequence Learning ACL 2017
Leveraging FrameNet to Improve Automatic Event Detection ACL 2016
Employing External Rich Knowledge for Machine Comprehension IJCAI 2016
Learning to Represent Review with Tensor Decomposition for Spam Detection EMNLP 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