Yanghua Xiao

Venues

Frequent coauthors

Papers

1. ADaPT: Token-Level Decoupling for Efficient Large Reasoning Models
   ACL 2026 ·

   Tingyun Li

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2. Adaptive Hallucination Alleviation in Multimodal Large Language Models: From Strategic Data Selection to Severity-Guided Training
   AAAI 2026 ·

   Yuanyi Xu

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3. Are Large Language Models Reliable Reviewers? A Benchmark for Error Detection in Financial Documents
   ACL 2026 ·

   Ying He

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4. Can LLMs Learn to Map the World from Local Descriptions?
   ACL 2026 ·

   Sirui Xia

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5. Code LLMs Still Fall Short of Top Programmers: Evaluating Algorithmic Code Generation Through Computational Thinking
   WSDM 2026 ·

   Shisong Chen

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6. Difficulty Is Not Enough: Curriculum Learning for LLMs Fine-tuning Must Consider Utility
   AAAI 2026 ·

   Zishang Jiang

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7. Don't Tell the Answer, Truly Guide the Reasoning During RL Rollouts
   ACL 2026 ·

   Xinyi Wang

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8. HER: Human-like Reasoning and Reinforcement Learning for LLM Role-playing
   ACL 2026 ·

   Chengyu Du

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9. HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns
   ACL 2026 ·

   Xintao Wang

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10. Immediate Inference: The Missing Foundation in Large Language Model Logical Reasoning
    ACL 2026 ·

    Sihang Jiang

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11. InsLogicBench: An Argumentation Logic Grounded Benchmark for Complex Insurance Claims Adjudication
    ACL 2026 ·

    Jin Liu

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12. Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following
    ACL 2026 ·

    Qingyu Ren

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13. Large Language Model Judged Self-Training for Named Entity Recognition
    WSDM 2026 ·

    Shisong Chen

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14. MMIFEvol: Towards Evolutionary Multimodal Instruction Following
    AAAI 2026 ·

    Haoyu Wang

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15. Measuring the Unmeasurable: Unveiling Latent Cognitive Capabilities of LLM
    AAAI 2026 ·

    Cui Danxin

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16. Memory-Guided Hard Data Augmentation for Multimodal Named Entity Recognition
    ACL 2026 ·

    Xinyu Liu

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17. Metaphor Reasoning is Meta-reasoning
    ACL 2026 ·

    Qianyu He

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18. Outcome-Grounded Advantage Reshaping for Fine-Grained Credit Assignment in Mathematical Reasoning
    ACL 2026 ·

    Ziheng Li

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19. The "Knowledge-Behavior Gap" in Cultural Taboo Safety of Large Language Models
    ACL 2026 ·

    Ying He

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20. The GaoYao Benchmark: A Comprehensive Framework for Evaluating Multilingual and Multicultural Abilities of Large Language Models
    ACL 2026 ·

    Yilun Liu

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21. What Makes an Ideal Quote? Recommending "Unexpected yet Rational" Quotations via Novelty
    ACL 2026 ·

    Powei Chang

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22. Why Did Apple Fall: Evaluating Curiosity in Large Language Models
    ACL 2026 ·

    Haoyu Wang

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23. ARIA: Training Language Agents with Intention-driven Reward Aggregation
    NeurIPS 2025 ·

    Ruihan Yang

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24. ARM: Adaptive Reasoning Model
    NeurIPS 2025 ·

    Siye Wu

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25. Accelerated Evolving Set Processes for Local PageRank Computation
    NeurIPS 2025 ·

    Binbin Huang

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26. Attributive Reasoning for Hallucination Diagnosis of Large Language Models
    AAAI 2025 ·

    Yuyan Chen

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27. BOOKWORLD: From Novels to Interactive Agent Societies for Story Creation
    ACL 2025 ·

    Yiting Ran

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28. Bridging the Unseen Gap: Label-Enhanced Information Bottleneck Distillation for Multimodal Named Entity Recognition
    ACM MM 2025 ·

    Bo Xu

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29. CDS: Data Synthesis Method Guided by Cognitive Diagnosis Theory
    ACL 2025 ·

    Haokun Zhao

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30. CEM: A Data-Efficient Method for Large Language Models to Continue Evolving From Mistakes
    CIKM 2025 ·

    Haokun Zhao

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31. Character is Destiny: Can Persona-assigned Language Models Make Personal Choices?
    EMNLP 2025 ·

    Rui Xu

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32. CoSER: Coordinating LLM-Based Persona Simulation of Established Roles
    ICML 2025 ·

    Xintao Wang

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33. Curse of Knowledge: Your Guidance and Provided Knowledge are biasing LLM Judges in Complex Evaluation
    EMNLP 2025 ·

    Weiyuan Li

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34. DEEPER Insight into Your User: Directed Persona Refinement for Dynamic Persona Modeling
    ACL 2025 ·

    Aili Chen

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35. Data-Efficient Selection via Grammatical Complexity in Continual Pre-training of Domain-Specific LLMs
    EMNLP 2025 ·

    Yizhou Ying

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36. Dialect-SQL: An Adaptive Framework for Bridging the Dialect Gap in Text-to-SQL
    EMNLP 2025 ·

    Jie Shi

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37. Evaluating Semantic Variation in Text-to-Image Synthesis: A Causal Perspective
    ICLR 2025 ·

    Xiangru Zhu

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38. From Remembering to Metacognition: Do Existing Benchmarks Accurately Evaluate LLMs?
    EMNLP 2025 ·

    Geng Zhang

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39. GAPO: Learning Preferential Prompt through Generative Adversarial Policy Optimization
    ACL 2025 ·

    Zhouhong Gu

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40. Ground Every Sentence: Improving Retrieval-Augmented LLMs with Interleaved Reference-Claim Generation
    NAACL 2025 ·

    Sirui Xia

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41. KUG: Joint Enhancement of Internal and External Knowledge for Retrieval-Augmented Generation
    CIKM 2025 ·

    Mingyang Li

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42. Logical Consistency is Vital: Neural-Symbolic Information Retrieval for Negative-Constraint Queries
    ACL 2025 ·

    Ganlin Xu

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43. MCiteBench: A Multimodal Benchmark for Generating Text with Citations
    EMNLP 2025 ·

    Caiyu Hu

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44. MultiLingPoT: Boosting Mathematical Reasoning in LLMs through Multilingual Program Integration
    EMNLP 2025 ·

    Nianqi Li

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45. Order Doesn't Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation
    EMNLP 2025 ·

    Qianxi He

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46. Order Matters: Investigate the Position Bias in Multi-constraint Instruction Following
    ACL 2025 ·

    Jie Zeng

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47. Past Meets Present: Creating Historical Analogy with Large Language Models
    ACL 2025 ·

    Nianqi Li

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48. Revealing the Barriers of Language Agents in Planning
    NAACL 2025 ·

    Jian Xie

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49. SELFGOAL: Your Language Agents Already Know How to Achieve High-level Goals
    NAACL 2025 ·

    Ruihan Yang

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50. Skeletons Matter: Dynamic Data Augmentation for Text-to-Query
    EMNLP 2025 ·

    Yuchen Ji

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51. Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models
    ACL 2025 ·

    Qingyu Ren

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52. StrucText-Eval: Evaluating Large Language Model's Reasoning Ability in Structure-Rich Text
    ACL 2025 ·

    Zhouhong Gu

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53. Think Thrice Before You Act: Progressive Thought Refinement in Large Language Models
    ICLR 2025 ·

    Chengyu Du

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54. ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge Base
    ACL 2024 ·

    Siyu Yuan

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55. AutoScraper: A Progressive Understanding Web Agent for Web Scraper Generation
    EMNLP 2024 ·

    Wenhao Huang

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56. Beyond Entities: A Large-Scale Multi-Modal Knowledge Graph with Triplet Fact Grounding
    AAAI 2024 ·

    Jingping Liu

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57. CONSTRUCTURE: Benchmarking CONcept STRUCTUre REasoning for Multimodal Large Language Models
    EMNLP 2024 ·

    Zhiwei Zha

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58. CR-LLM: A Dataset and Optimization for Concept Reasoning of Large Language Models
    ACL 2024 ·

    Nianqi Li

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59. Can Large Language Models Understand Real-World Complex Instructions?
    AAAI 2024 ·

    Qianyu He

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60. Capturing Minds, Not Just Words: Enhancing Role-Playing Language Models with Personality-Indicative Data
    EMNLP 2024 ·

    Yiting Ran

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61. DetectBench: Can Large Language Model Detect and Piece Together Implicit Evidence?
    EMNLP 2024 ·

    Zhouhong Gu

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62. Do Large Language Models have Problem-Solving Capability under Incomplete Information Scenarios?
    ACL 2024 ·

    Yuyan Chen

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63. Dr.Academy: A Benchmark for Evaluating Questioning Capability in Education for Large Language Models
    ACL 2024 ·

    Yuyan Chen

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64. ESC-Eval: Evaluating Emotion Support Conversations in Large Language Models
    EMNLP 2024 ·

    Haiquan Zhao

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65. EmotionQueen: A Benchmark for Evaluating Empathy of Large Language Models
    ACL 2024 ·

    Yuyan Chen

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66. Empowering Biomedical Named Entity Recognition through Multi-Tagger Collaboration
    ECAI 2024 ·

    Jin Zhao

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67. Enhancing Quantitative Reasoning Skills of Large Language Models through Dimension Perception
    ICDE 2024 ·

    Yuncheng Huang

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68. Exploiting Duality in Open Information Extraction with Predicate Prompt
    WSDM 2024 ·

    Zhen Chen

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69. Faster Local Solvers for Graph Diffusion Equations
    NeurIPS 2024 ·

    Jiahe Bai

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70. From Complex to Simple: Enhancing Multi-Constraint Complex Instruction Following Ability of Large Language Models
    EMNLP 2024 ·

    Qianyu He

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71. GeoAgent: To Empower LLMs using Geospatial Tools for Address Standardization
    ACL 2024 ·

    Chenghua Huang

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72. GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trick
    ACL 2024 ·

    Jiayi Fu

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73. HOTVCOM: Generating Buzzworthy Comments for Videos
    ACL 2024 ·

    Yuyan Chen

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74. InCharacter: Evaluating Personality Fidelity in Role-Playing Agents through Psychological Interviews
    ACL 2024 ·

    Xintao Wang

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75. Is There a One-Model-Fits-All Approach to Information Extraction? Revisiting Task Definition Biases
    EMNLP 2024 ·

    Wenhao Huang

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76. Iterative Methods via Locally Evolving Set Process
    NeurIPS 2024 ·

    Baojian Zhou

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77. Light Up the Shadows: Enhance Long-Tailed Entity Grounding with Concept-Guided Vision-Language Models
    ACL 2024 ·

    Yikai Zhang

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78. M2ConceptBase: A Fine-Grained Aligned Concept-Centric Multimodal Knowledge Base
    CIKM 2024 ·

    Zhiwei Zha

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79. Reason from Fallacy: Enhancing Large Language Models' Logical Reasoning through Logical Fallacy Understanding
    NAACL 2024 ·

    Yanda Li

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80. SEGMENT+: Long Text Processing with Short-Context Language Models
    EMNLP 2024 ·

    Wei Shi

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81. Small Language Model Can Self-Correct
    AAAI 2024 ·

    Haixia Han

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82. Source Prompt: Coordinated Pre-training of Language Models on Diverse Corpora from Multiple Sources
    CIKM 2024 ·

    Yipei Xu

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83. Talk Funny! A Large-Scale Humor Response Dataset with Chain-of-Humor Interpretation
    AAAI 2024 ·

    Yuyan Chen

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84. TemporalMed: Advancing Medical Dialogues with Time-Aware Responses in Large Language Models
    WSDM 2024 ·

    Yuyan Chen

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85. TimeArena: Shaping Efficient Multitasking Language Agents in a Time-Aware Simulation
    ACL 2024 ·

    Yikai Zhang

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86. Translate Meanings, Not Just Words: IdiomKB's Role in Optimizing Idiomatic Translation with Language Models
    AAAI 2024 ·

    Shuang Li

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87. TravelPlanner: A Benchmark for Real-World Planning with Language Agents
    ICML 2024 ·

    Jian Xie

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88. XMeCap: Meme Caption Generation with Sub-Image Adaptability
    ACM MM 2024 ·

    Yuyan Chen

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89. Xiezhi: An Ever-Updating Benchmark for Holistic Domain Knowledge Evaluation
    AAAI 2024 ·

    Zhouhong Gu

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