Dongyeop Kang (DK)

Assistant Professor
Computer Science & Engineering
University of Minnesota, Twin Cities
259 Shepherd

Minnesota NLP
MnRI / MCAL / DSI / TextGroup / LIL

dongyeop@umn.edu

Students
Ph.D:
Masters:
Undergraduate:
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Teaching
  • CSCI5541 Natural Language Processing, S24, F23, S23
  • CSCI5980 NLP with Deep Learning, F22
  • CSCI8980 Introduction to NLP Research, S22

I'm interested in developing human-centered AI systems. My primary goal is to understanding and harnessing the capabilities and risks of LLMs, and better use them for the benefit of human, society, and experts. My group's current research is focused on building human-centric NLP systems by learning from human perception, societal values, and interaction with experts:
  • Cognitive Scaffolding LLMs: Collect different types of human cognition signals from explanations, eye-tracking, feedback, or instructions, and develop cognitively-inspired AI models that are capable of planning and complex reasoning.
  • Pushing toward the expert-level AI: Develop interactive systems to facilitate productive and creative collaboration with human experts like scientists, lawyers, and teachers, and create complex, compositional, and domain-specific expert-level benchmarks
  • Societal Alignment with Pluralistic People Values: Develop inclusive NLP systems that align with diverse and subjective perspectives, and develop pluralistic representation, alignment models, and evaluation of AI systems.

Research Topics:

Publication ( By Date | By Topic | Google Scholar )

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Talks (read more)

Awards and Grants (read more)
  • 2023 UMN CTSI Grant (/w Needle and Fischer)
  • 2023 Cohere For AI Research Grant
  • 2023 Cisco Research Award
  • 2023 Accenture Research Gift Award
  • 2023 Computing Supports from Google, Amazon, and Oracle
  • 2023 UMN Early Innovation Fund
  • 2023 MnRI Seed Grant
  • 2022 Grammarly Research Gift Award
  • 2022-2023 3M Non-tenured Faculty Award (NTFA)
  • 2022 Best paper award, In2Writing workshop at ACL
  • 2022 Sony Research Faculty Innovation Award
  • 2018 Top Reviewers, NeurIPS and ACL
  • 2018 Allen Institute for AI Research Fellowship
  • 2016 CMU Presidential Fellowship
  • 2013 SMBA Startup Investment Prize
  • 2011 ILJU Foundation Ph.D. Scholarship

Services (read more)
  • Steering committee, Workshop on Customizable NLP (CustomNLP4U)
  • Senior PC at AAAI 2024
  • Area Chair at EMNLP 2023
  • Co-organizer of In2Writing at ACL 2022, CHI 2023, and CHI 2024
  • Co-organizer of CtrlGen at NeurIPS 2021
  • Program committee at ACL, NAACL, EMNLP, NeurIPS, ICML, ICLR, AAAI