Roy Xie
Scholar

Roy Xie

Google Scholar ID: iB-5P0EAAAAJ
Duke University
Machine LearningNatural Language ProcessingLLM Reasoning
Citations & Impact
All-time
Citations
70
 
H-index
5
 
i10-index
2
 
Publications
12
 
Co-authors
0
 
Resume (English only)
Academic Achievements
  • Interleaved Reasoning for Large Language Models via Reinforcement Learning Preprint, 2025
  • Language Models (Mostly) Know When to Stop Reading NeurIPS, 2025
  • Improving Model Alignment Through Collective Intelligence of Open-Source Models ICML, 2025
  • ReCaLL: Membership Inference via Relative Conditional Log-Likelihoods EMNLP, 2024
  • Adversarial Math Word Problem Generation EMNLP Findings, 2024
  • Extracting Lexical Features from Dialects via Interpretable Dialect Classifiers NAACL, 2024
Research Experience
  • Before Duke, worked with Antonios Anastasopoulos on low-resource NLP.
Education
  • Second-year Ph.D. student in Computer Science at Duke University, advised by Bhuwan Dhingra.
Background
  • Research interests: Post-training methods for LLMs, particularly in developing efficient algorithms to improve LLMs' reasoning ability, especially for complex multi-step agentic tasks.
Miscellany
  • Supported by the 2025 Apple Scholars in AI/ML Ph.D. Fellowship and the 2024 National Science Foundation Graduate Research Fellowship.
Co-authors
0 total
Co-authors: 0 (list not available)