Researcher

Colin Raffel

Colin Raffel is a machine learning researcher whose work centers on learning from limited labeled data. He is an associate research director at the Vector Institute and an associate professor at the University of Toronto. Before joining UNC Chapel Hill, he spent four years at Google Brain, where he co-wrote the T5 paper. In 2022 he received an NSF CAREER Award for a five-year grant of more than $535,700. He co-authored Scaling Data-Constrained Language Models, which NeurIPS named an Outstanding Paper runner-up in 2023.

Works
152

Publication numbers from OpenAlex, as of 15 October 2026. Citations and h-index are hidden because this OpenAlex record may be incomplete or mix in other authors.

Timeline

  1. 2009–2016

    Degrees from Oberlin, Stanford and Columbia

    He earns a mathematics degree at Oberlin College in 2009 and a master's in music at Stanford University in 2010. He completes a doctorate in electrical engineering at Columbia University in 2016.

  2. 2016–2020

    Four years at Google Brain

    He spends four years working with Google Brain before joining UNC Chapel Hill.

  3. February 2020

    The T5 text-to-text model

    He co-writes the paper Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer, which introduces T5 and the C4 corpus.

  4. 2020

    An assistant professor in Chapel Hill

    He joins the UNC Chapel Hill computer science faculty as an assistant professor in 2020. His research focuses on learning from limited labeled data.

  5. 2022

    An NSF CAREER Award

    He receives an NSF CAREER Award in 2022 for a five-year grant of more than $535,700 on collaborative model training.

  6. 2023

    A NeurIPS runner-up citation

    He co-authors Scaling Data-Constrained Language Models, which NeurIPS names an Outstanding Paper runner-up in 2023.

  7. April 2025

    A move from North Carolina

    In April 2025, the University of Toronto's computer science department shares a Toronto Life article about his move from North Carolina to Toronto.

  8. As of October 2026

    Associate research director at Vector

    He is an associate research director in AI engineering and infrastructure at the Vector Institute, and an associate professor at the University of Toronto.

Sources and credits

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  1. Colin Raffel - Vector Institute for Artificial Intelligence vectorinstitute.ai. Checked 15 October 2026.
  2. Raffel joins UNC CS faculty for Fall 2020 - UNC Computer Science cs.unc.edu. Checked 15 October 2026.
  3. Exploring Transfer Learning with T5: the Text-To-Text Transfer Transformer research.google. Checked 15 October 2026.
  4. Raffel receives NSF CAREER Award - UNC Computer Science cs.unc.edu. Checked 15 October 2026.
  5. NeurIPS 2023 Awards neurips.cc. Checked 15 October 2026.
  6. Toronto Life: “Everyone should have a voice in tech”: Machine learning researcher Colin Raffel explains his decision to move from North Carolina to Toronto web.cs.toronto.edu. Checked 15 October 2026.