Publications

2026

  1. Bridging Reasoning Trajectories in On-Policy Distillation via Near-Future Guidance
    Yuxuan Jiang, and Francis Ferraro
    arXiv preprint, 2026
  2. Cornerstones or Stumbling Blocks? Deciphering the Rock Tokens in On-Policy Distillation
    Yuxuan Jiang, Runchao Li, Shubhashis Roy Dipta, Dawei Li, and Zhao Yang
    arXiv preprint, 2026
  3. EMNLP
    SCRIBE: Structured Mid-Level Supervision for Tool-Using Language Models
    Yuxuan Jiang, and Francis Ferraro
    EMNLP 2026 Main, 2026
  4. DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models
    Yuxuan Jiang, Dawei Li, and Francis Ferraro
    ACL 2026 Findings, 2026
  5. EACL
    Beyond Math: Stories as a Testbed for Memorization-Constrained Reasoning in LLMs
    Yuxuan Jiang, and Francis Ferraro
    EACL 2026 (Oral), 2026
  6. Find Your Optimal Teacher: Personalized Data Synthesis via Router-Guided Multi-Teacher Distillation
    Hengyuan Zhang, Shiping Yang, Xiao Liang, Chenming Shang, Yuxuan Jiang, Chaofan Tao, Jing Xiong, Hayden Kwok-Hay So, Ruobing Xie, Angel X Chang, and  others
    ACL 2026 Main, 2026

2025

  1. Learning How to Use Tools, Not Just When: Pattern-Aware Tool-Integrated Reasoning
    Ningning Xu, Yuxuan Jiang, and Shubhashis Roy Dipta
    In NeurIPS 2025 Workshop on Math-AI, 2025
    MATH-AI Workshop
  2. EMNLP
    From Generation to Judgment: Opportunities and Challenges of LLM-as-a-Judge
    Dawei Li, Bohan Jiang, Liangjie Huang, Alimohammad Beigi, Chengshuai Zhao, Zhen Tan, Amrita Bhattacharjee, Yuxuan Jiang, Canyu Chen, Tianhao Wu, and  others
    In Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025), 2025