Bai, Fan

About Me

I am a Postdoctoral Fellow in the Center for Language and Speech Processing at Johns Hopkins University, working with Prof. Mark Dredze.

If you are an undergrad/master student looking for research opportunities, feel free to send me an email.

Research Interests

• Synthetic Data Generation
• Human-AI collaboration
• LLM application in high-stakes areas

Selected Papers

• Schema-Driven Information Extraction from Heterogeneous Tables
  Fan Bai, Junmo Kang, Gabriel Stanovsky, Dayne Freitag, Alan Ritter
  arXiv preprint
  [paper] [code]
• PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization
  Xinyuan Wang, Chenxi Li, Zhen Wang, Fan Bai, Haotian Luo, Jiayou Zhang, Nebojsa Jojic, Eric P Xing, Zhiting Hu
  ICLR 2024
  [paper] [code]
• SynKB: Semantic Search for Synthetic Procedures
  Fan Bai, Alan Ritter, Peter Madrid, Dayne Freitag, John Niekrasz
  EMNLP 2022 (Demo)
  [demo] [paper] [video] [code]
• Pre-train or Annotate? Domain Adaptation with a Constrained Budget
  Fan Bai, Alan Ritter, Wei Xu
  EMNLP 2021
  [paper] [video] [code] [slides] [poster]