I am a Ph.D. student at Korea University (adviser: Jaewoo Kang). My research interests include natural language processing and machine learning. I currently focus on developing training or data generation methods for information extraction in low-resource domains such as biomedicine.

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Latest News

• Dec. 2021: Check out our new paper “Simple Questions Generate Named Entity Recognition Datasets,” which introduces a framework automatically Generating NER datasets (GeNER)! Our framework allows us to create NER models for specific entity types without human-labeled data and dictionaries.
  • [Paper] [Code]
• Nov. 2021: Our team scored top performance at 2 challenge tracks held by the BioCreative VII workshop!
  • Won first place at the named entity recognition task: NLM-Chem Track: Full text Chemical Identification and Indexing in PubMed articles (Track 2).
    • [Paper]
  • Won third place at the relation extraction task: DrugProt: Text mining drug/chemical-protein interactions (Track 1).
    • [Paper]

History

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Selected Papers

• How Do Your Biomedical Named Entity Recognition Models Generalize to Novel Entities?
  • Hyunjae Kim, Jaewoo Kang
  • IEEE Access, 2022 [Paper] [Code]
• Simple Questions Generate Named Entity Recognition Datasets
  • Hyunjae Kim, Jaehyo Yoo, Seunghyun Yoon, Jinhyuk Lee, Jaewoo Kang
  • arXiv preprint, 2021 [Paper] [Code]
• “Killing Me” Is Not a Spoiler: Spoiler Detection Model using Graph Neural Networks with Dependency Relation-Aware Attention Mechanism
  • Buru Chang, Inggeol Lee, Hyunjae Kim, Jaewoo Kang
  • EACL, 2021 [Paper]
• Learn to Resolve Conversational Dependency: A Consistency Training Framework for Conversational Question Answering
  • Gangwoo Kim, Hyunjae Kim, Jungsoo Park, Jaewoo Kang
  • ACL, 2021 [Paper] [Code]
• Look at the First Sentence: Position Bias in Question Answering
  • Miyoung Ko, Jinhyuk Lee, Hyunjae Kim, Gangwoo Kim, Jaewoo Kang
  • EMNLP, 2020 [Paper] [Code]
• Predicting Multiple Demographic Attributes with Task Specific Embedding Transformation and Attention Network
  • Raehyun Kim, Hyunjae Kim, Janghyuk Lee, Jaewoo Kang
  • SDM, 2019 [Paper] [Code]
• Ranking Paragraphs for Improving Answer Recall in Open-domain Question Answering
  • Jinhyuk Lee, Seongjun Yun, Hyunjae Kim, Miyoung Ko, Jaewoo Kang
  • EMNLP, 2018 [Paper] [Code]
• A Deep Neural Spoiler Detection Model Using a Genre-aware Attention Mechanism
  • Buru Chang, Hyunjae Kim, Raehyun Kim, Deahan Kim, Jaewoo Kang
  • PAKDD, 2018 [Paper] [Code]
• Name Nationality Classification with Recurrent Neural Networks
  • Jinhyuk Lee, Hyunjae Kim, Miyoung Ko, Donghee Choi, Jaehoon Choi, Jaewoo Kang
  • IJCAI, 2017 [Paper] [Code]

See all

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