Siyu Yuan

Venues

Frequent coauthors

Papers

1. Metaphor Reasoning is Meta-reasoning
   ACL 2026 ·

   Qianyu He

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

   Ruihan Yang

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3. CRITICTOOL: Evaluating Self-Critique Capabilities of Large Language Models in Tool-Calling Error Scenarios
   EMNLP 2025 ·

   Shiting Huang

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

   Rui Xu

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

   Xintao Wang

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6. Collaborative Human Activity Recognition with Passive Inter-Body Electrostatic Field
   PerCom 2025 ·

   Sizhen Bian

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

   Weiyuan Li

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

   Aili Chen

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9. EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction
   NAACL 2025 · Siyu Yuan
10. Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles
    NeurIPS 2025 ·

    Jiangjie Chen

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11. EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms
    NAACL 2025 · Siyu Yuan
12. Implicit Reasoning in Transformers is Reasoning through Shortcuts
    ACL 2025 ·

    Tianhe Lin

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13. KORGym: A Dynamic Game Platform for LLM Reasoning Evaluation
    NeurIPS 2025 ·

    Jiajun Shi

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14. LLM-Powered Information Extraction for the Dairy Financial Domain: Tackling Data Scarcity and Ambiguity
    CIKM 2025 ·

    Chunyan An

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

    Nianqi Li

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16. ORIGAMISPACE: Benchmarking Multimodal LLMs in Multi-Step Spatial Reasoning with Mathematical Constraints
    NeurIPS 2025 ·

    Rui Xu

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

    Nianqi Li

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18. PunMemeCN: A Benchmark to Explore Vision-Language Models' Understanding of Chinese Pun Memes
    EMNLP 2025 ·

    Zhijun Xu

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

    Jian Xie

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

    Ruihan Yang

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21. The Lighthouse of Language: Enhancing LLM Agents via Critique-Guided Improvement
    NeurIPS 2025 ·

    Ruihan Yang

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22. ToolHop: A Query-Driven Benchmark for Evaluating Large Language Models in Multi-Hop Tool Use
    ACL 2025 ·

    Junjie Ye

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23. Unlocking Scientific Concepts: How Effective Are LLM-Generated Analogies for Student Understanding and Classroom Practice?
    CHI 2025 ·

    Zekai Shao

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24. "A good pun is its own reword": Can Large Language Models Understand Puns?
    EMNLP 2024 ·

    Zhijun Xu

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25. ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge Base
    ACL 2024 · Siyu Yuan
26. Boosting Scientific Concepts Understanding: Can Analogy from Teacher Models Empower Student Models?
    EMNLP 2024 · Siyu Yuan
27. Evaluating Character Understanding of Large Language Models via Character Profiling from Fictional Works
    EMNLP 2024 ·

    Xinfeng Yuan

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

    Xintao Wang

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

    Yikai Zhang

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30. TaskBench: Benchmarking Large Language Models for Task Automation
    NeurIPS 2024 ·

    Yongliang Shen

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

    Yikai Zhang

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

    Shuang Li

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