CV

Work experience

• 2020 - : Machine Learning Engineer
  • Amazon, AWS
• 2017 - 2019: Software Engineer Project Lead
  • Hyperconnect (acquired by Match Group)
• 2016 - 2017: Software Engineer
  • AKA Intelligence

Education

• Physics & Computer Science, Korea Advanced Institute of Science and Technology (KAIST)

Skills

• Deep Learning / Machine Learning
  • PyTorch
  • Scikit-Learn
• Natural Language Processing (NLP)
  • HuggingFace
  • SpaCy
• Scientific Computing
  • Spark
  • Numpy
  • Pandas
• Software Engineering
  • Amazon Web Services (AWS)
  • Python
  • Java
  • Scala / Kotlin

Publications

Steerable Preference Optimization of Reward Models

Minsik Oh, Advit Deepak, Sophie Wu, Douwe Kiela, Ekaterina Shutova

Template-assisted Contrastive Learning of Task-oriented Dialogue Sentence Embeddings

Minsik Oh, Jiwei Li, Guoyin Wang.

Continual Pre-Training for Hallucination Reduction

Minsik Oh, Sungju Kim, Douwe Kiela, Guoyin Wang, Kang Min Yoo, Joosung Lee

Dynamic Summarization Length Control via Model Merging

Mehmet Hamza Erol*, Minsik Oh*, Douwe Kiela

PK-ICR: Persona-Knowledge Interactive Context Retrieval for Grounded Dialogue

Minsik Oh, Joosung Lee, Jiwei Li, Guoyin Wang.

P5: Plug-and-Play Persona Prompting for Personalized Response Selection

Joosung Lee, Minsik Oh, Donghun Lee.

Template-augmented Dialogue Representation Learning

Minsik Oh, Guoyin Wang, Taiwoo Park, Puyang Xu.

Persona-Knowledge Dialogue Multi-Context Retrieval and Enhanced Decoding Methods

Minsik Oh*, Minsang Kim*.

NEAMER - Named Entity Augmented Multi-word Expression Recognizer

Minsik Oh.

Service and leadership

• ARR (ACL Rolling Review) Reviewer
• SemEval Reviewer
• AMLC (Amazon Machine Learning Conference) Reviewer