Lei Hou

90 papers · 2013–2025 · 11 conferences · across top CS/AI conferences

Achievements

🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (4) 🏃 Academic Marathon (12) 🌈 Renaissance Researcher (6) 🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (11) 🗺️ Taxonomy Completionist (17) 🏠 Conference Loyalist (30) 👥 Mega-Team (35) 🏆 Grand Slam 🔬 Deep Specialist (23) 🧬 Topic Evolution 🏆 Keyword Champion (3) 🤝 Dynamic Duo (90) 🗃️ Keyword Collector (52) ❓ The Questioner (4) 💎 Century Club (90) 📈 Trend Setter 🚀 Conference Pioneer 🔥 Unstoppable (8) ⚡ Prolific Year (13)

Conferences

ACL (30) EMNLP (29) COLING (8) IJCNLP (7) AAAI (5) ICLR (4) NAACL (3) AACL (1) ICML (1) IJCAI (1) NIPS (1)

Top co-authors

Juanzi Li (90) Xin Lv (25) Zhiyuan Liu (25) Xiaozhi Wang (20) Jifan Yu (20) Shulin Cao (17) Zijun Yao (16) Jiaxin Shi (15) Hao Peng (13) Yixin Cao (13)

Research topics

Keywords

large language model (23) knowledge graph (12) knowledge base (12) question answering (11) link prediction (8) pre-trained language model (7) multi-hop reasoning (7) event extraction (6) benchmark evaluation (6) event detection (6) pretrained language model (6) few-shot learning (6) named entity recognition (5) instruction following (5) transfer learning (5) information extraction (5) unsupervised learning (4) multi-document summarization (4) attention mechanism (4) reinforcement learning (4)

Papers

LongReward: Improving Long-context Large Language Models with AI Feedback ACL 2025

Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis ACL 2025

Agentic Reward Modeling: Integrating Human Preferences with Verifiable Correctness Signals for Reliable Reward Systems ACL 2025

SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation ACL 2025

LongCite: Enabling LLMs to Generate Fine-grained Citations in Long-Context QA ACL 2025

VerIF: Verification Engineering for Reinforcement Learning in Instruction Following EMNLP 2025

LinguaLens: Towards Interpreting Linguistic Mechanisms of Large Language Models via Sparse Auto-Encoder EMNLP 2025

AdaptThink: Reasoning Models Can Learn When to Think EMNLP 2025

MMD-ERE: Multi-Agent Multi-Sided Debate for Event Relation Extraction COLING 2025

LongWriter: Unleashing 10,000+ Word Generation from Long Context LLMs ICLR 2025

CogCoM: A Visual Language Model with Chain-of-Manipulations Reasoning ICLR 2025

Simulating Classroom Education with LLM-Empowered Agents NAACL 2025

EventSum: A Large-Scale Event-Centric Summarization Dataset for Chinese Multi-News Documents AAAI 2025

RM-Bench: Benchmarking Reward Models of Language Models with Subtlety and Style ICLR 2025

Pre-training Distillation for Large Language Models: A Design Space Exploration ACL 2025

LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks ACL 2025

KB-Plugin: A Plug-and-play Framework for Large Language Models to Induce Programs over Low-resourced Knowledge Bases EMNLP 2024

KoLA: Carefully Benchmarking World Knowledge of Large Language Models ICLR 2024

Untangle the KNOT: Interweaving Conflicting Knowledge and Reasoning Skills in Large Language Models COLING 2024

WaterBench: Towards Holistic Evaluation of Watermarks for Large Language Models ACL 2024

LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding ACL 2024

TacoERE: Cluster-aware Compression for Event Relation Extraction COLING 2024

Evaluating Generative Language Models in Information Extraction as Subjective Question Correction COLING 2024

A Cause-Effect Look at Alleviating Hallucination of Knowledge-grounded Dialogue Generation COLING 2024

MAVEN-ARG: Completing the Puzzle of All-in-One Event Understanding Dataset with Event Argument Annotation ACL 2024

How Proficient Are Large Language Models in Formal Languages? An In-Depth Insight for Knowledge Base Question Answering ACL 2024

LC4EE: LLMs as Good Corrector for Event Extraction ACL 2024

MAVEN-FACT: A Large-scale Event Factuality Detection Dataset EMNLP 2024

LongAlign: A Recipe for Long Context Alignment of Large Language Models EMNLP 2024

MM-MATH: Advancing Multimodal Math Evaluation with Process Evaluation and Fine-grained Classification EMNLP 2024

DocEE-zh: A Fine-grained Benchmark for Chinese Document-level Event Extraction EMNLP 2024

ADELIE: Aligning Large Language Models on Information Extraction EMNLP 2024

Benchmarking Foundation Models with Language-Model-as-an-Examiner NIPS 2023

Unveiling the Black Box of PLMs with Semantic Anchors: Towards Interpretable Neural Semantic Parsing AAAI 2023

Distantly Supervised Course Concept Extraction in MOOCs with Academic Discipline ACL 2023

Reasoning over Hierarchical Question Decomposition Tree for Explainable Question Answering ACL 2023

VisKoP: Visual Knowledge oriented Programming for Interactive Knowledge Base Question Answering ACL 2023

The Devil is in the Details: On the Pitfalls of Event Extraction Evaluation ACL 2023

Learn to Not Link: Exploring NIL Prediction in Entity Linking ACL 2023

KoRC: Knowledge Oriented Reading Comprehension Benchmark for Deep Text Understanding ACL 2023

Preserving Knowledge Invariance: Rethinking Robustness Evaluation of Open Information Extraction EMNLP 2023

OmniEvent: A Comprehensive, Fair, and Easy-to-Use Toolkit for Event Understanding EMNLP 2023

Exploring the Cognitive Knowledge Structure of Large Language Models: An Educational Diagnostic Assessment Approach EMNLP 2023

Probabilistic Tree-of-thought Reasoning for Answering Knowledge-intensive Complex Questions EMNLP 2023

Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree Optimization ICML 2023

UPER: Boosting Multi-Document Summarization with an Unsupervised Prompt-based Extractor COLING 2022

KQA Pro: A Dataset with Explicit Compositional Programs for Complex Question Answering over Knowledge Base ACL 2022

On Transferability of Prompt Tuning for Natural Language Processing NAACL 2022

DocEE: A Large-Scale and Fine-grained Benchmark for Document-level Event Extraction NAACL 2022

LEVEN: A Large-Scale Chinese Legal Event Detection Dataset ACL 2022

Program Transfer for Answering Complex Questions over Knowledge Bases ACL 2022

How Can Cross-lingual Knowledge Contribute Better to Fine-Grained Entity Typing? ACL 2022

Do Pre-trained Models Benefit Knowledge Graph Completion? A Reliable Evaluation and a Reasonable Approach ACL 2022

MAVEN-ERE: A Unified Large-scale Dataset for Event Coreference, Temporal, Causal, and Subevent Relation Extraction EMNLP 2022

SQUIRE: A Sequence-to-sequence Framework for Multi-hop Knowledge Graph Reasoning EMNLP 2022

COPEN: Probing Conceptual Knowledge in Pre-trained Language Models EMNLP 2022

GraphQ IR: Unifying the Semantic Parsing of Graph Query Languages with One Intermediate Representation EMNLP 2022

Finding Skill Neurons in Pre-trained Transformer-based Language Models EMNLP 2022

ParaMac: A General Unsupervised Paraphrase Generation Framework Leveraging Semantic Constraints and Diversifying Mechanisms EMNLP 2022

Syntactically Robust Training on Partially-Observed Data for Open Information Extraction EMNLP 2022

Dependency Parsing via Sequence Generation EMNLP 2022

TWAG: A Topic-Guided Wikipedia Abstract Generator IJCNLP 2021

TransferNet: An Effective and Transparent Framework for Multi-hop Question Answering over Relation Graph EMNLP 2021

Is Multi-Hop Reasoning Really Explainable? Towards Benchmarking Reasoning Interpretability EMNLP 2021

Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition IJCNLP 2021

CLEVE: Contrastive Pre-training for Event Extraction IJCNLP 2021

CLEVE: Contrastive Pre-training for Event Extraction ACL 2021

Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition ACL 2021

TWAG: A Topic-Guided Wikipedia Abstract Generator ACL 2021

Interpretable and Low-Resource Entity Matching via Decoupling Feature Learning from Decision Making ACL 2021

Interpretable and Low-Resource Entity Matching via Decoupling Feature Learning from Decision Making IJCNLP 2021

Improving Event Detection via Open-domain Trigger Knowledge ACL 2020

Dynamic Anticipation and Completion for Multi-Hop Reasoning over Sparse Knowledge Graph EMNLP 2020

ExpanRL: Hierarchical Reinforcement Learning for Course Concept Expansion in MOOCs AACL 2020

Image Enhanced Event Detection in News Articles AAAI 2020

MOOCCube: A Large-scale Data Repository for NLP Applications in MOOCs ACL 2020

Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations IJCNLP 2019

Fine-Grained Entity Typing via Hierarchical Multi Graph Convolutional Networks IJCNLP 2019

Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model EMNLP 2019

Course Concept Expansion in MOOCs with External Knowledge and Interactive Game ACL 2019

DeepChannel: Salience Estimation by Contrastive Learning for Extractive Document Summarization AAAI 2019

Learning to Embed Sentences Using Attentive Recursive Trees AAAI 2019

Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model IJCNLP 2019

Fine-Grained Entity Typing via Hierarchical Multi Graph Convolutional Networks EMNLP 2019

Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations EMNLP 2019

Neural Collective Entity Linking COLING 2018

Attributed and Predictive Entity Embedding for Fine-Grained Entity Typing in Knowledge Bases COLING 2018

Differentiating Concepts and Instances for Knowledge Graph Embedding EMNLP 2018

Joint Representation Learning of Cross-lingual Words and Entities via Attentive Distant Supervision EMNLP 2018

What Users Care About: A Framework for Social Content Alignment IJCAI 2013