About Me

  • I am a machine learning engineer at Databricks.
  • My research interests include 1). information retrieval, recommender system, ecommerce personalization 2). NLP applications: question answering, semantic parsing, 3) data driven machine learning and transfer learning.
  • I got my Master of Mathematics (Computer Science) degree (Thesis-based) at the University of Waterloo. I was fortunated to be supervised by Jimmy Lin at the Data System group and work with him for two years.
  • I got my B.S. degree in computer science and technology at Zhejiang University. I also worked as a research assistant with Professor Lu Wei in the winter of 2017 (actually there is no winter in Singapore).

Latest News

  • I joined Databricks as a machine learning engineer.
  • 2022-04-28: One patent filed on semantic parsing.
  • 2021-10-04: I joint Wish recommendation team, training (almost) all recommendation models at Wish and deploy them in production.
  • 2021-05-28: One paper is accepted by ACL workshop. Check it out on Arxiv.
  • 2021-05-24: One demo paper is accepted by ACL. Check it out on Arxiv
  • 2021-05-07: Our paper on transformer optimization is accepted as the ACL main conference long paper! Check it out on Arxiv
  • 2020-11-19: We are No.1 in the Spider Leaderboard (Yale Semantic Parsing and Text-to-SQL Challenge). Check out our score here!
  • 2020-10-01: The source code for BERTserini is officially open-sourced here!
  • 2020-06-30: As the first author, I have one paper accepted to ICTIR 2020.
  • 2020-04-26: Attended two online conferences: WWW 2020 and ICLR 2020.
  • 2020-01-10: As the first author, I have one paper accepted to WWW 2020.
  • 2019-10-14: I have one demo paper accepted to WSDM 2020! Code has been released.
  • 2019-08-13: I have four papers accepted to EMNLP 2019!
  • 2019-07-28: As the first author, I have one paper accepted to ACL workshop (NLP for Conversational AI) 2019. I had a nice journey in Florence, Italy!
  • 2019-07-23: Excited to know that my SIGIR paper got the Best Paper Honorable Mention award! Check it here.
  • 2019-07-21: As the first author, I have one paper accepted to SIGIR 2019. I had a nice journey in Paris, France!
  • 2019-06-01: As the first author, I have two papers accepted to NAACL 2019. I had an exciting travel to Minneapolis, USA from June 1st to June 7th.
  • 2019-06-01: Try our open domain question answer bot demo and add it to your slack workspace. More details for this demo can be found here.
  • 2019-05-21: Our new submission to the MSMARCO passage re-ranking task tied for first place with a MRR of 0.383 on the eval set! See the leaderborad.
  • 2019-04-08: We are the top one in MSMARCO passage re-ranking task! See the leaderborad.
  • 2019-04-05: I successfully defended my Master thesis at University of Waterloo! The title is End-to-end Neural Information Retrieval. See the paper and the slides.
  • 2019-01-27: I have one paper accepted to AAAI 2019.
  • 2018-05 to 2019-05: I did a internship in RSVP.ai, where I spent much time on the coreference resolution task, the customer complaint escalation task and the open domain question answering task.