Yanghua Xiao

MMIFEvol: Towards Evolutionary Multimodal Instruction Following AAAI 2026 HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns ACL 2026 The “Knowledge–Behavior Gap” in Cultural Taboo Safety of Large Language Models ACL 2026 Outcome-Grounded Advantage Reshaping for Fine-Grained Credit Assignment in Mathematical Reasoning ACL 2026 InsLogicBench: An Argumentation Logic Grounded Benchmark for Complex Insurance Claims Adjudication ACL 2026 The GaoYao Benchmark: A Comprehensive Framework for Evaluating Multilingual and Multicultural Abilities of Large Language Models ACL 2026 Immediate Inference: The Missing Foundation in Large Language Model Logical Reasoning ACL 2026 What Makes an Ideal Quote? Recommending “Unexpected yet Rational” Quotations via Novelty ACL 2026 Metaphor Reasoning is Meta-reasoning ACL 2026 Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following ACL 2026 Can LLMs Learn to Map the World from Local Descriptions? ACL 2026 Difficulty Is Not Enough: Curriculum Learning for LLMs Fine-tuning Must Consider Utility AAAI 2026 Measuring the Unmeasurable: Unveiling Latent Cognitive Capabilities of LLM AAAI 2026 Adaptive Hallucination Alleviation in Multimodal Large Language Models: From Strategic Data Selection to Severity-Guided Training AAAI 2026 Revealing the Barriers of Language Agents in Planning NAACL 2025 Attributive Reasoning for Hallucination Diagnosis of Large Language Models AAAI 2025 StrucText-Eval: Evaluating Large Language Model’s Reasoning Ability in Structure-Rich Text ACL 2025 GAPO: Learning Preferential Prompt through Generative Adversarial Policy Optimization ACL 2025 Past Meets Present: Creating Historical Analogy with Large Language Models ACL 2025 BOOKWORLD: From Novels to Interactive Agent Societies for Story Creation ACL 2025 DEEPER Insight into Your User: Directed Persona Refinement for Dynamic Persona Modeling ACL 2025 Logical Consistency is Vital: Neural-Symbolic Information Retrieval for Negative-Constraint Queries ACL 2025 CDS: Data Synthesis Method Guided by Cognitive Diagnosis Theory ACL 2025 Order Matters: Investigate the Position Bias in Multi-constraint Instruction Following ACL 2025 Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models ACL 2025 Teaching Large Language Models to Express Knowledge Boundary from Their Own Signals ACL 2025 Enhancing Multimodal Named Entity Recognition through Adaptive Mixup Image Augmentation COLING 2025 Gen-SQL: Efficient Text-to-SQL By Bridging Natural Language Question And Database Schema With Pseudo-Schema COLING 2025 Boosting Text-to-SQL through Multi-grained Error Identification COLING 2025 OVEL: Online Video Entity Linking COLING 2025 Skeletons Matter: Dynamic Data Augmentation for Text-to-Query EMNLP 2025 Dialect-SQL: An Adaptive Framework for Bridging the Dialect Gap in Text-to-SQL EMNLP 2025 Data-Efficient Selection via Grammatical Complexity in Continual Pre-training of Domain-Specific LLMs EMNLP 2025 Order Doesn’t Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation EMNLP 2025 MCiteBench: A Multimodal Benchmark for Generating Text with Citations EMNLP 2025 From Remembering to Metacognition: Do Existing Benchmarks Accurately Evaluate LLMs? EMNLP 2025 Curse of Knowledge: Your Guidance and Provided Knowledge are biasing LLM Judges in Complex Evaluation EMNLP 2025 Character is Destiny: Can Persona-assigned Language Models Make Personal Choices? EMNLP 2025 MultiLingPoT: Boosting Mathematical Reasoning in LLMs through Multilingual Program Integration EMNLP 2025 Evaluating Semantic Variation in Text-to-Image Synthesis: A Causal Perspective ICLR 2025 Think Thrice Before You Act: Progressive Thought Refinement in Large Language Models ICLR 2025 CoSER: Coordinating LLM-Based Persona Simulation of Established Roles ICML 2025 SELFGOAL: Your Language Agents Already Know How to Achieve High-level Goals NAACL 2025 Ground Every Sentence: Improving Retrieval-Augmented LLMs with Interleaved Reference-Claim Generation NAACL 2025 Capturing Minds, Not Just Words: Enhancing Role-Playing Language Models with Personality-Indicative Data EMNLP 2024 TravelPlanner: A Benchmark for Real-World Planning with Language Agents ICML 2024 AutoScraper: A Progressive Understanding Web Agent for Web Scraper Generation EMNLP 2024 ESC-Eval: Evaluating Emotion Support Conversations in Large Language Models EMNLP 2024 SEGMENT+: Long Text Processing with Short-Context Language Models EMNLP 2024 DetectBench: Can Large Language Model Detect and Piece Together Implicit Evidence? EMNLP 2024 CONSTRUCTURE: Benchmarking CONcept STRUCTUre REasoning for Multimodal Large Language Models EMNLP 2024 Is There a One-Model-Fits-All Approach to Information Extraction? Revisiting Task Definition Biases EMNLP 2024 From Complex to Simple: Enhancing Multi-Constraint Complex Instruction Following Ability of Large Language Models EMNLP 2024 ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge Base ACL 2024 Small Language Model Can Self-Correct AAAI 2024 Xiezhi: An Ever-Updating Benchmark for Holistic Domain Knowledge Evaluation AAAI 2024 Talk Funny! A Large-Scale Humor Response Dataset with Chain-of-Humor Interpretation AAAI 2024 CR-LLM: A Dataset and Optimization for Concept Reasoning of Large Language Models ACL 2024 GeoAgent: To Empower LLMs using Geospatial Tools for Address Standardization ACL 2024 Can Large Language Models Understand Real-World Complex Instructions? AAAI 2024 Translate Meanings, Not Just Words: IdiomKB’s Role in Optimizing Idiomatic Translation with Language Models AAAI 2024 Beyond Entities: A Large-Scale Multi-Modal Knowledge Graph with Triplet Fact Grounding AAAI 2024 Do Large Language Models have Problem-Solving Capability under Incomplete Information Scenarios? ACL 2024 HOTVCOM: Generating Buzzworthy Comments for Videos ACL 2024 Improving Recall of Large Language Models: A Model Collaboration Approach for Relational Triple Extraction COLING 2024 Negation Triplet Extraction with Syntactic Dependency and Semantic Consistency COLING 2024 Reason from Fallacy: Enhancing Large Language Models’ Logical Reasoning through Logical Fallacy Understanding NAACL 2024 GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trick ACL 2024 Faster Local Solvers for Graph Diffusion Equations NIPS 2024 Iterative Methods via Locally Evolving Set Process NIPS 2024 TimeArena: Shaping Efficient Multitasking Language Agents in a Time-Aware Simulation ACL 2024 Dr.Academy: A Benchmark for Evaluating Questioning Capability in Education for Large Language Models ACL 2024 InCharacter: Evaluating Personality Fidelity in Role-Playing Agents through Psychological Interviews ACL 2024 EmotionQueen: A Benchmark for Evaluating Empathy of Large Language Models ACL 2024 Light Up the Shadows: Enhance Long-Tailed Entity Grounding with Concept-Guided Vision-Language Models ACL 2024 Adaptive Ordered Information Extraction with Deep Reinforcement Learning ACL 2023 FashionKLIP: Enhancing E-Commerce Image-Text Retrieval with Fashion Multi-Modal Conceptual Knowledge Graph ACL 2023 HAUSER: Towards Holistic and Automatic Evaluation of Simile Generation ACL 2023 MAPS-KB: A Million-Scale Probabilistic Simile Knowledge Base AAAI 2023 GANTEE: Generative Adversarial Network for Taxonomy Enterance Evaluation AAAI 2023 Beneath Surface Similarity: Large Language Models Make Reasonable Scientific Analogies after Structure Abduction EMNLP 2023 Say What You Mean! Large Language Models Speak Too Positively about Negative Commonsense Knowledge ACL 2023 Causality-aware Concept Extraction based on Knowledge-guided Prompting ACL 2023 Distilling Script Knowledge from Large Language Models for Constrained Language Planning ACL 2023 MAPO: Boosting Large Language Model Performance with Model-Adaptive Prompt Optimization EMNLP 2023 End-to-End Entity Linking with Hierarchical Reinforcement Learning AAAI 2023 Competition or Cooperation? Exploring Unlabeled Data via Challenging Minimax Game for Semi-supervised Relation Extraction AAAI 2023 Converge to the Truth: Factual Error Correction via Iterative Constrained Editing AAAI 2023 E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning ACL 2022 Language Models as Knowledge Embeddings IJCAI 2022 Neighbors Are Not Strangers: Improving Non-Autoregressive Translation under Low-Frequency Lexical Constraints NAACL 2022 Different Data, Different Modalities! Reinforced Data Splitting for Effective Multimodal Information Extraction from Social Media Posts COLING 2022 Improving Continual Relation Extraction through Prototypical Contrastive Learning COLING 2022 Human-in-the-loop Robotic Grasping Using BERT Scene Representation COLING 2022 Parsing Natural Language into Propositional and First-Order Logic with Dual Reinforcement Learning COLING 2022 Generative Entity Typing with Curriculum Learning EMNLP 2022 ARTIST: A Transformer-based Chinese Text-to-Image Synthesizer Digesting Linguistic and World Knowledge EMNLP 2022 LOREN: Logic-Regularized Reasoning for Interpretable Fact Verification AAAI 2022 Unsupervised Editing for Counterfactual Stories AAAI 2022 WikiDiverse: A Multimodal Entity Linking Dataset with Diversified Contextual Topics and Entity Types ACL 2022 Can Pre-trained Language Models Interpret Similes as Smart as Human? ACL 2022 Learning Term Embeddings for Lexical Taxonomies AAAI 2021 HacRED: A Large-Scale Relation Extraction Dataset Toward Hard Cases in Practical Applications ACL 2021 Revisiting the Negative Data of Distantly Supervised Relation Extraction ACL 2021 Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction ACL 2021 Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction IJCNLP 2021 Revisiting the Negative Data of Distantly Supervised Relation Extraction IJCNLP 2021 HacRED: A Large-Scale Relation Extraction Dataset Toward Hard Cases in Practical Applications IJCNLP 2021 Knowledge-guided Open Attribute Value Extraction with Reinforcement Learning EMNLP 2020 Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation ACL 2019 Deep Short Text Classification with Knowledge Powered Attention AAAI 2019 Convolutional Gaussian Embeddings for Personalized Recommendation with Uncertainty IJCAI 2019 Modeling Multi-mapping Relations for Precise Cross-lingual Entity Alignment EMNLP 2019 Relation Extraction Using Supervision from Topic Knowledge of Relation Labels IJCAI 2019 Non-Compensatory Psychological Models for Recommender Systems AAAI 2019 Modeling Multi-mapping Relations for Precise Cross-lingual Entity Alignment IJCNLP 2019 How to Keep a Knowledge Base Synchronized with Its Encyclopedia Source IJCAI 2017 Entity Suggestion with Conceptual Expanation IJCAI 2017 Learning Defining Features for Categories IJCAI 2016 Syntactic Parsing of Web Queries EMNLP 2016 KBQA: An Online Template Based Question Answering System over Freebase IJCAI 2016 On Conceptual Labeling of a Bag of Words IJCAI 2015