Xuanming (Billy) Zhang

Hello! My name is Xuanming (Billy) Zhang, a second-year PhD student in Computer Science at Columbia University. I am fortunate to be advised by Prof. Zhou Yu and Prof. Lydia Chilton. I'm happy to be part of the Columbia NLP Lab and the Computational Design Lab. My research interests center around Natural Language Processing, Dialogue Systems and Human-AI Interaction. My goal is to develop practical NLP-powered systems that can be broadly applied to assist human-AI collaboration.

Throughout my research journey, I am fortunately guided by so many awesome researchers and I really appreciate their help: Prof. Kathleen McKeown at Columbia University, Prof. Vincent Ng at University of Texas at Dallas, Prof. Zhiyuan Liu in THUNLP at Tsinghua University, and Prof. Dan Roth at Oracle.

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profile photo
Photo credit: Shengyue Xiong

Publications

* denotes equal contribution.

DoubleAgents: Exploring Mechanisms of Building Trust with Proactive AI
Tao Long*, Xuanming Zhang* Sitong Wang, Zhou Yu, Lydia Chilton
Under submission
[Paper]
JumpStarter: Human-AI Planning with Task-Structured Context Curation
Xuanming Zhang* Sitong Wang*, Jenny Ma, Alyssa Hwang, Zhou Yu, Lydia Chilton
Under submission
[Paper] [Video]
DECOR: Improving Coherence in L2 English Writing with a Novel Benchmark for Incoherence Detection, Reasoning, and Rewriting
Xuanming Zhang, Anthony Diaz, Zixun Chen, Qingyang Wu, Kun Qian, Erik Voss, Zhou Yu
EMNLP 2024
[Paper] [Code]
ProLex: A Benchmark for Language Proficiency-oriented Lexical Substitution
Xuanming Zhang, Zixun Chen, Zhou Yu
ACL 2024 (Findings)
[Paper] [Code]
GrounDialog: A Dataset for Repair and Grounding in Task-oriented Spoken Dialogues for Language Learning
Xuanming Zhang, Rahul Divekar, Rutuja Ubale, Zhou Yu
The BEA Workshop @ ACL 2023
[Paper] [Poster]

Bringing Pedagogy into Focus: Evaluating Virtual Teaching Assistants' Question-Answering in Asynchronous Learning Environments
Siyan Li, Zhen Xu, Vethavikashini Chithrra Raghuram, Xuanming Zhang, Renzhe Yu, Zhou Yu
EMNLP 2025 (Findings)
[Paper]
VarBench: Robust Language Model Benchmarking Through Dynamic Variable Perturbation
Kun Qian, Shunji Wan, Claudia Tang, Youzhi Wang, Xuanming Zhang, Maximillian Chen, Zhou Yu
EMNLP 2024 (Findings)
[Paper] [Code]
MIRACLE: An Online, Explainable Multimodal Interactive Concept Learning System
Ansel Blume, Khanh Duy Nguyen, [et al., including Xuanming Zhang]
MM 2024
[Paper]
From Symbols to Embeddings: a Tale of Two Representations in Computational Social Science
Huimin Chen*, Cheng Yang*, Xuanming Zhang, Zhiyuan Liu, Maosong Sun, Jianbin Jin
Journal of Social Computing 2 (2), 103-156, IEEE, 2021
[Paper] [Code]

Services

  • ARR Reviewer: {Apr, Jun, Oct, Dec} 2024, {Feb, Apr, May, Jul, Oct} 2025
  • Conference Reviewer: ACL, EMNLP, NAACL {2022, 2023, 2024, 2025}, CHI {2024, 2025}, UIST 2025, AAAI 2026