Publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2025

  1. ArXiv
    Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning
    Xinghao Chen*, Anhao Zhao*, Heming Xia, Xuan Lu, Hanlin Wang, Yanjun Chen, Wei Zhang, Jian Wang†, Wenjie Li, and Xiaoyu Shen†
    In ArXiv, 2025
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  2. ArXiv
    KNN-SSD: Enabling Dynamic Self-Speculative Decoding via Nearest Neighbor Layer Set Optimization
    Mingbo Song, Heming Xia, Jun Zhang, Chak Tou Leong, Qiancheng Xu, Wenjie Li, and Sujian Li
    In ArXiv, 2025
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  3. ArXiv
    From Query to Logic: Ontology-Driven Multi-Hop Reasoning in LLMs
    Haonan Bian, Yutao Qi†, Rui Yang, Yuanxi Che, Jiaqian Wang, and Ranran Zhen Heming Xia
    In ArXiv, 2025
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  4. EMNLP
    TokenSkip: Controllable Chain-of-Thought Compression in LLMs
    Heming Xia, Yongqi Li†, Chak Tou Leong, Wenjie Wang, and Wenjie Li
    In EMNLP, 2025
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  5. EMNLP
    SpecVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning
    Yicheng Ji*, Jun Zhang*, Heming Xia, Jinpeng Chen, Lidan Shou, Gang Chen, and Huan Li†
    In EMNLP, 2025
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  6. EMNLP
    Beyond Single Frames: Can LMMs Comprehend Temporal and Contextual Narratives in Image Sequences?
    Xiaochen Wang*, Heming Xia*, Jialin Song, Longyu Guan, Yixin Yang, Qingxiu Dong, Weiyao Luo, Yifan Pu, Yiru Wang, Xiangdi Meng, Wenjie Li, and Zhifang Sui†
    In Findings of EMNLP, 2025
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  7. ACL
    Towards Harmonized Uncertainty Estimation for Large Language Models
    Rui Li, Jing Long, Muge Qi, Heming Xia, Lei Sha, Peiyi Wang, and Zhifang Sui†
    In ACL (Oral), 2025
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  8. ACL
    How Far are LLMs from Being Our Digital Twins? A Benchmark for Persona-Based Behavior Chain Simulation
    Rui Li, Heming Xia, Xinfeng Yuan, Qingxiu Dong, Lei Sha, Wenjie Li, and Zhifang Sui†
    In Findings of ACL, 2025
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  9. ACL
    PEToolLLM: Towards Personalized Tool Learning in Large Language Models
    Qiancheng Xu, Yongqi Li†, Heming Xia, Fan Liu, Min Yang, and Wenjie Li
    In Findings of ACL, 2025
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  10. ICLR
    SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration
    Heming Xia, Yongqi Li, Jun Zhang, Cunxiao Du, and Wenjie Li
    In ICLR, 2025
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