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

Recent Papers

• Give me Some Hard Questions: Synthetic Data Generation for Clinical QA
  Fan Bai, Keith Harrigian, Joel Stremmel, Hamid Hassanzadeh, Ardavan Saeedi, Mark Dredze
  ML4H 2024 Findings
  [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]
• Schema-Driven Information Extraction from Heterogeneous Tables
  Fan Bai, Junmo Kang, Gabriel Stanovsky, Dayne Freitag, Alan Ritter
  EMNLP 2024 Findings
  [paper] [code]
• Entity Tracking via Effective Use of Multi-Task Learning Model and Mention-guided Decoding
  Fan Bai
  [Dissertation]