Biography

Wei Fang is a final year PhD candidate in the Spoken Language Systems Group at MIT CSAIL, advised by Dr. James Glass. He holds a Master’s degree from MIT, where he worked on automatic fact verification and speech synthesis under Dr. James Glass. He obtained his Bachelor’s degree at National Taiwan University (NTU), where he worked on speech and language understanding under Prof. Hung-Yi Lee and Prof. Lin-Shan Lee, and computer vision problems under Prof. Yu-Chiang Frank Wang. Wei has worked on NLP and language modeling during research internships at MIT-IBM Watson AI Lab in Cambridge, MA, and twice with the NLP team at Apple in Cupertino, CA. His current research explores augmented LLMs, including but not limited to improving LLM agents' retrieval, planning and tool-using capabilities.

Interests

  • Artificial Intelligence
  • Natural Language Processing
  • Large Language Models
  • Machine Learning

Education

  • Ph.D., EECS, 2025 (Expected)

    Massachusetts Institute of Technology

  • S.M., EECS, 2021

    Massachusetts Institute of Technology

  • B.S.E., Electrical Engineering, 2018

    National Taiwan University

Experience

 
 
 
 
 

Research Intern

MIT-IBM Watson AI Lab

Jun 2024 – Aug 2024 Cambridge, MA, USA
Research Internship mentored by Dr. Yang Zhang and Dr. Yada Zhu. Worked on tool instruction optimization to improve LLM’s tool-using abilities.
 
 
 
 
 

PhD Student

MIT CSAIL

Sep 2021 – Present Cambridge, MA, USA
Research Assistant in the Spoken Language Systems group. Worked on various NLP and speech projects, including but not limited to LLMs, information retrieval, information extraction, conversational QA, factuality, and speech synthesis.
 
 
 
 
 

Masters Student

MIT CSAIL

Sep 2018 – Sep 2021 Cambridge, MA, USA
Research Assistant in Spoken Language Systems group
 
 
 
 
 

Research Intern

Apple Inc

Jul 2018 – Aug 2018 Cupertino, CA, USA
Research internship with the keyboards NLP Team. Worked on generative modeling for the QuickPath project.
 
 
 
 
 

Research Intern

Apple Inc

Jun 2017 – Sep 2017 Cupertino, CA, USA
Research internship with the keyboards NLP Team. Worked on input representations for language modeling to improve user keyboard experience.
 
 
 
 
 

Undergraduate Student

National Taiwan University (NTU)

Sep 2013 – Jan 2018 Taipei, Taiwan
  • Major in Electrical Engineering
  • Undergraduate Researcher in Speech Processing & Machine Learning Lab
  • Undergraduate Researcher in Vision & Learning Lab
  • Teaching Assistant for Machine Learning, Data Analytics & Modeling, and Signal & Systems

Publications

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