Takyoung Kim

김탁영 (金卓映)

I am working as a Research Intern at LG AI Research. From Fall 2024, I will start my Ph.D. at the University of Illinois Urbana-Champaign Computer Science.

My main research interest is focused on solving problems arising from human-machine communication in the real-world. I’m also interested in conversational reasoning (e.g., dialogue system and question answering), knowledge-intensive NLP (e.g., retrieving information), broad range of long-context modeling, and making language models trustworthy.

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News

Work Experience

  • LG AI Research, Research Intern at Advanced ML Lab (Mentors: Kyungjae Lee, Moontae Lee), Apr 2023 - Present

  • NAVER AI Lab, Research Intern at Language Research Team (Mentor: Sungdong Kim), Jul 2022 - Jan 2023

Publications

(* = Equal Contribution)

DSTEA: Improving Dialogue State Tracking via Entity Adaptive Pre-training


Yukyung Lee, Takyoung Kim, Hoonsang Yoon, Pilsung Kang, Junseong Bang, Misuk Kim
Knowledge-Based Systems, 290:111542 (Q1, Impact Factor: 8.8), 2024
KnowledgeNLP Workshop at KDD, 2023
link

KoSBi: A Dataset for Mitigating Social Bias Risks Towards Safer Large Language Model Application


Hwaran Lee*, Seokhee Hong*, Joonsuk Park, Takyoung Kim, Gunhee Kim, Jung-Woo Ha
Proceedings of ACL (Industry Track), 2023
link / code

SQuARe: A Large-Scale Dataset of Sensitive Questions and Acceptable Responses Created Through Human-Machine Collaboration


Hwaran Lee*, Seokhee Hong*, Joonsuk Park, Takyoung Kim, Meeyoung Cha, Yejin Choi, Byoung Pil Kim, Gunhee Kim, Eun-Ju Lee, Yong Lim, Alice Oh, Sangchul Park, Jung-Woo Ha
Proceedings of ACL (Oral, Best Paper Nomination), 2023
link / code

Revealing User Familiarity Bias in Task-Oriented Dialogue via Interactive Evaluation


Takyoung Kim, Jamin Shin, Young-Ho Kim, Sanghwan Bae, Sungdong Kim
Preprint, 2023
link

Development of a Framework for Road Test Score Prediction and Significant Keywords Extraction based on Vehicle Specification Data


YongGi Jeong, Kyoosung So, Takyoung Kim, Jina Kim, Seungwan Seo, Seonggye Lee, Sunwoo Kim, Pilsung Kang.
Journal of Korean Institute of Industrial Engineers, 49(4), 319-329, 2023
link

Oh My Mistake!: Toward Realistic Dialogue State Tracking including Turnback Utterances


Takyoung Kim, Yukyung Lee, Hoonsang Yoon, Pilsung Kang, Junseong Bang, Misuk Kim
SereTOD Workshop at EMNLP, 2022
link

Mismatch between Multi-turn Dialogue and its Evaluation Metric in Dialogue State Tracking


Takyoung Kim, Hoonsang Yoon, Yukyung Lee, Pilsung Kang, Misuk Kim
Proceedings of ACL, 2022
link

Building an Integrated Framework of Korean Text Summarization and Text-to-Speech


Takyoung Kim, Jina Kim, Hyeongwon Kang, Subin Kim, Pilsung Kang
Journal of Korean Institute of Industrial Engineers, 48(1), 80-90, 2022
link / code / website




Takyoung Kim's Website