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<!DOCTYPE html>
<html lang="en">
<head>
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gtag('js', new Date());
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<title>Human Language Intelligence Lab</title>
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Vue.use(VueMarkdown);
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<div class="logo-text pre-wrap">HLI Lab</div>
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Home
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Members
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Research
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Links
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Contact
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<div class="research" id="research">
<section class="screen" style="background-image:linear-gradient(rgba(0,0,0,0.5),rgba(0,0,0,0.5)),url(/assets/images/backgrounds/book.jpg)">
<div class="content">
<h2>Research</h2><br />
<small>Human Language Intelligence Lab @ SKKU</small>
</div>
</section>
<div class="row">
<div class="container">
<div class="category v-padded">
<h3 class="row-title">Publications</h3>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">Iterative LLM-Guided Sampling and Expert-annotated Benchmark Corpus for Harmful Suicide Content Detection</h4>
</div>
<div class="authors">Kyumin Park, Myung Jae Baik, YeongJun Hwang, Yen Shin, HoJae Lee, Ruda Lee, Sang Min Lee, Je Young Hannah Sun, Ah Rah Lee, Si Yeun Yoon, Dong-ho Lee, Jihyung Moon, JinYeong Bak, Kyunghyun Cho, Jong-Woo Paik, Sungjoon Park</div>
<div class="booktitle">JMIR Medical Informatics</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://medinform.jmir.org/2026/1/e73725">Paper</a>
<a href="https://github.com/Human-Language-Intelligence/Harmful-Suicide-Content-Detection">Dataset</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">Tagged Span Annotation for Detecting Translation Errors in Reasoning LLMs</h4>
</div>
<div class="authors">Taemin Yeom, Yonghyun Ryu, Yoonjung Choi, JinYeong Bak</div>
<div class="booktitle">Proceedings of the Tenth Conference on Machine Translation (WMT 2025)</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://aclanthology.org/2025.wmt-1.62/">Paper</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">Text Overlap: An LLM with Human-like Conversational Behaviors</h4>
</div>
<div class="authors">JiWoo Kim, Minsuk Chang, JinYeong Bak</div>
<div class="booktitle">Proceedings of the Third Workshop on Social Influence in Conversations (SICon 2025)</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://aclanthology.org/2025.sicon-1.10/">Paper</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">Unintended Harms of Value-Aligned LLMs: Psychological and Empirical Insights</h4>
</div>
<div class="authors">Sooyung Choi, Jaehyeok Lee, Xiaoyuan Yi, Jing Yao, Xing Xie, JinYeong Bak </div>
<div class="booktitle">Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025)</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://aclanthology.org/2025.acl-long.1532/">Paper</a>
<a href="https://github.com/Human-Language-Intelligence/Unintended-Harms-LLM">Code</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">Dialogue response coherency evaluation with feature sensitive negative sample using multi list-wise ranking loss</h4>
</div>
<div class="authors">YeongJun Hwang, Dongjun Kang, JinYeong Bak</div>
<div class="booktitle">Engineering Applications of Artificial Intelligence</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://doi.org/10.1016/j.engappai.2025.110609">Paper</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">Self-Training Meets Consistency: Improving LLMs' Reasoning with Consistency-Driven Rationale Evaluation</h4>
</div>
<div class="authors">Jaehyeok Lee, Keisuke Sakaguchi, JinYeong Bak</div>
<div class="booktitle">Proceedings of the 2025 Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL 2025)</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://aclanthology.org/2025.naacl-long.528/">Paper</a>
<a href="https://github.com/JaehyeokLee-119/CREST">Code</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">KpopMT: Translation Dataset with Terminology for Kpop Fandom</h4>
</div>
<div class="authors">JiWoo Kim, Yunsu Kim, JinYeong Bak</div>
<div class="booktitle">Proceedings of the Seventh Workshop on Technologies for Machine Translation of Low-Resource Languages (LoResMT 2024)</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://aclanthology.org/2024.loresmt-1.3/">Paper</a>
<a href="https://github.com/skswldndi/KpopMT">Dataset</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">Memoria: Resolving Fateful Forgetting Problem through Human-Inspired Memory Architecture</h4>
</div>
<div class="authors">Sangjun Park, JinYeong Bak</div>
<div class="booktitle">Proceedings of the 41st International Conference on Machine Learning (ICML 2024 Spotlight)</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://proceedings.mlr.press/v235/park24a.html">Paper</a>
<a href="https://github.com/cosmoquester/memoria">Code</a>
<a href="https://icml.cc/virtual/2024/poster/32668">Poster</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">PEMA: An Offsite-Tunable Plug-in External Memory Adaptation for Language Models</h4>
</div>
<div class="authors">HyunJin Kim, Young Jin Kim, JinYeong Bak</div>
<div class="booktitle">Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL 2024)</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://aclanthology.org/2024.naacl-long.336">Paper</a>
<a href="https://github.com/agwaBom/PEMA">Code</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">EmoSum: Conversation Summarization with Emotional Consistency</h4>
</div>
<div class="authors">Youngjin Jo, JinYeong Bak</div>
<div class="booktitle">Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing (SAC 2024)</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://dl.acm.org/doi/10.1145/3605098.3635900">Paper</a>
<a href="https://github.com/Human-Language-Intelligence/EmoSum">Code</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">From Values to Opinions: Predicting Human Behaviors and Stances Using Value-Injected Large Language Models</h4>
</div>
<div class="authors">Dongjun Kang, Joonsuk Park, Yohan Jo, JinYeong Bak</div>
<div class="booktitle">Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023)</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://aclanthology.org/2023.emnlp-main.961">Paper</a>
<a href="https://github.com/dongjunKANG/VIM">Code</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">Diversity Enhanced Narrative Question Generation for Storybooks</h4>
</div>
<div class="authors">Hokeun Yoon, JinYeong Bak</div>
<div class="booktitle">Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023)</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://aclanthology.org/2023.emnlp-main.31">Paper</a>
<a href="https://github.com/hkyoon95/mQG">Code</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">Conversational Emotion-Cause Pair Extraction with Guided Mixture of Experts</h4>
</div>
<div class="authors">DongJin Jeong, JinYeong Bak</div>
<div class="booktitle">In the 17th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2023)</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://aclanthology.org/2023.eacl-main.240">Paper</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">A Transformer-based Function Symbol Name Inference Model from an Assembly Language for Binary Reversing</h4>
</div>
<div class="authors">HyunJin Kim, JinYeong Bak, Kyunghyun Cho, and Hyungjoon Koo</div>
<div class="booktitle">In the 18th ACM Asia Conference on Computer and Communications Security (ASIACCS 2023)</div>
<div class="link-buttons link-buttons-small">
<p><a href="https://dl.acm.org/doi/abs/10.1145/3579856.3582823">Paper</a>
<a href="https://github.com/agwaBom/AsmDepictor">Code</a></p>
</div>
</div>
</div>
</div>
</div>
<div class="row">
<div class="container">
<div class="category v-padded">
<h3 class="row-title">Manuscripts</h3>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">Distributional Open-Ended Evaluation of LLM Cultural Value Alignment Based on Value Codebook</h4>
</div>
<div class="authors">Jaehyeok Lee, Xiaoyuan Yi, Jing Yao, Hyunjin Hwang, Roy Ka-Wei Lee, Xing Xie, JinYeong Bak</div>
<div class="booktitle"></div>
<div class="link-buttons link-buttons-small">
<p><a href="https://arxiv.org/abs/2604.06210">Preprint</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">CASHG: Context-Aware Stylized Online Handwriting Generation</h4>
</div>
<div class="authors">Jinsu Shin, Sungeun Hong, JinYeong Bak</div>
<div class="booktitle"></div>
<div class="link-buttons link-buttons-small">
<p><a href="https://arxiv.org/abs/2604.02103">Preprint</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">Camellia: Benchmarking Cultural Biases in LLMs for Asian Languages</h4>
</div>
<div class="authors">Tarek Naous, Anagha Savit, Carlos Rafael Catalan, Geyang Guo, Jaehyeok Lee, Kyungdon Lee, Lheane Marie Dizon, Mengyu Ye, Neel Kothari, Sahajpreet Singh, Sarah Masud, Tanish Patwa, Trung Thanh Tran, Zohaib Khan, Alan Ritter, JinYeong Bak, Keisuke Sakaguchi, Tanmoy Chakraborty, Yuki Arase, Wei Xu</div>
<div class="booktitle"></div>
<div class="link-buttons link-buttons-small">
<p><a href="https://arxiv.org/abs/2510.05291">Preprint</a></p>
</div>
</div>
<div class="research-item row-item">
<div class="title-row">
<h4 class="title">Research on Superalignment Should Advance Now with Parallel Optimization of Competence and Conformity</h4>
</div>
<div class="authors">HyunJin Kim, Xiaoyuan Yi, Jing Yao, Muhua Huang, JinYeong Bak, James Evans, Xing Xie</div>
<div class="booktitle"></div>
<div class="link-buttons link-buttons-small">
<p><a href="https://arxiv.org/abs/2503.07660">Preprint</a></p>
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<div class="research-item row-item">
<div class="title-row">
<h4 class="title">Beyond Turn-taking: Introducing Text-based Overlap into Human-LLM Interactions</h4>
</div>
<div class="authors">JiWoo Kim, Minsuk Chang, JinYeong Bak</div>
<div class="booktitle"></div>
<div class="link-buttons link-buttons-small">
<p><a href="https://arxiv.org/abs/2501.18103">Preprint</a></p>
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<div class="research-item row-item">
<div class="title-row">
<h4 class="title">The Road to Artificial SuperIntelligence: A Comprehensive Survey of Superalignment</h4>
</div>
<div class="authors">HyunJin Kim, Xiaoyuan Yi, Jing Yao, Jianxun Lian, Muhua Huang, Shitong Duan, JinYeong Bak, Xing Xie</div>
<div class="booktitle"></div>
<div class="link-buttons link-buttons-small">
<p><a href="https://arxiv.org/abs/2412.16468">Preprint</a></p>
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<div class="research-item row-item">
<div class="title-row">
<h4 class="title">MentalAgora: A Gateway to Advanced Personalized Care in Mental Health through Multi-Agent Debating and Attribute Control</h4>
</div>
<div class="authors">Yeonji Lee, Sangjun Park, Kyunghyun Cho, JinYeong Bak</div>
<div class="booktitle"></div>
<div class="link-buttons link-buttons-small">
<p><a href="https://arxiv.org/abs/2407.02736">Preprint</a></p>
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<h2>Research</h2><br />
<small>Human Language Intelligence Lab @ SKKU</small>
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Behaviors", "authors": "JiWoo Kim, Minsuk Chang, JinYeong Bak", "booktitle": "Proceedings of the Third Workshop on Social Influence in Conversations (SICon 2025)", "links": "[Paper](https://aclanthology.org/2025.sicon-1.10/)", "tags": ["hci", "nlp"]}, {"title": "Unintended Harms of Value-Aligned LLMs: Psychological and Empirical Insights", "authors": "Sooyung Choi, Jaehyeok Lee, Xiaoyuan Yi, Jing Yao, Xing Xie, JinYeong Bak ", "booktitle": "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025)", "links": "[Paper](https://aclanthology.org/2025.acl-long.1532/)\n[Code](https://github.com/Human-Language-Intelligence/Unintended-Harms-LLM)", "tags": ["nlp"]}, {"title": "Dialogue response coherency evaluation with feature sensitive negative sample using multi list-wise ranking loss", "authors": "YeongJun Hwang, Dongjun Kang, JinYeong Bak", "booktitle": "Engineering Applications of Artificial Intelligence", "links": "[Paper](https://doi.org/10.1016/j.engappai.2025.110609)", "tags": ["nlp"]}, {"title": "Self-Training Meets Consistency: Improving LLMs' Reasoning with Consistency-Driven Rationale Evaluation", "authors": "Jaehyeok Lee, Keisuke Sakaguchi, JinYeong Bak", "booktitle": "Proceedings of the 2025 Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL 2025)", "links": "[Paper](https://aclanthology.org/2025.naacl-long.528/)\n[Code](https://github.com/JaehyeokLee-119/CREST)", "tags": ["ml", "nlp"]}, {"title": "KpopMT: Translation Dataset with Terminology for Kpop Fandom", "authors": "JiWoo Kim, Yunsu Kim, JinYeong Bak", "booktitle": "Proceedings of the Seventh Workshop on Technologies for Machine Translation of Low-Resource Languages (LoResMT 2024)", "links": "[Paper](https://aclanthology.org/2024.loresmt-1.3/)\n[Dataset](https://github.com/skswldndi/KpopMT)", "tags": ["nlp", "css"]}, {"title": "Memoria: Resolving Fateful Forgetting Problem through Human-Inspired Memory Architecture", "authors": "Sangjun Park, JinYeong Bak", "booktitle": "Proceedings of the 41st International Conference on Machine Learning (ICML 2024 Spotlight)", "links": "[Paper](https://proceedings.mlr.press/v235/park24a.html)\n[Code](https://github.com/cosmoquester/memoria)\n[Poster](https://icml.cc/virtual/2024/poster/32668)", "tags": ["ml"]}, {"title": "PEMA: An Offsite-Tunable Plug-in External Memory Adaptation for Language Models", "authors": "HyunJin Kim, Young Jin Kim, JinYeong Bak", "booktitle": "Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL 2024)", "links": "[Paper](https://aclanthology.org/2024.naacl-long.336)\n[Code](https://github.com/agwaBom/PEMA)", "tags": ["ml", "nlp"]}, {"title": "EmoSum: Conversation Summarization with Emotional Consistency", "authors": "Youngjin Jo, JinYeong Bak", "booktitle": "Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing (SAC 2024)", "links": "[Paper](https://dl.acm.org/doi/10.1145/3605098.3635900)\n[Code](https://github.com/Human-Language-Intelligence/EmoSum)", "tags": ["nlp"]}, {"title": "From Values to Opinions: Predicting Human Behaviors and Stances Using Value-Injected Large Language Models", "authors": "Dongjun Kang, Joonsuk Park, Yohan Jo, JinYeong Bak", "booktitle": "Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023)", "links": "[Paper](https://aclanthology.org/2023.emnlp-main.961)\n[Code](https://github.com/dongjunKANG/VIM)", "tags": ["nlp", "css"]}, {"title": "Diversity Enhanced Narrative Question Generation for Storybooks", "authors": "Hokeun Yoon, JinYeong Bak", "booktitle": "Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023)", "links": "[Paper](https://aclanthology.org/2023.emnlp-main.31)\n[Code](https://github.com/hkyoon95/mQG)", "tags": ["nlp"]}, {"title": "Conversational Emotion-Cause Pair Extraction with Guided Mixture of Experts", "authors": "DongJin Jeong, JinYeong Bak", "booktitle": "In the 17th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2023)", "links": "[Paper](https://aclanthology.org/2023.eacl-main.240)", "tags": ["ml", "nlp"]}, {"title": "A Transformer-based Function Symbol Name Inference Model from an Assembly Language for Binary Reversing", "authors": "HyunJin Kim, JinYeong Bak, Kyunghyun Cho, and Hyungjoon Koo", "booktitle": "In the 18th ACM Asia Conference on Computer and Communications Security (ASIACCS 2023)", "links": "[Paper](https://dl.acm.org/doi/abs/10.1145/3579856.3582823)\n[Code](https://github.com/agwaBom/AsmDepictor)", "tags": ["ml", "nlp"]}]}, {"title": "Manuscripts", "rows": [{"title": "Distributional Open-Ended Evaluation of LLM Cultural Value Alignment Based on Value Codebook", "authors": "Jaehyeok Lee, Xiaoyuan Yi, Jing Yao, Hyunjin Hwang, Roy Ka-Wei Lee, Xing Xie, JinYeong Bak", "booktitle": "", "links": "[Preprint](https://arxiv.org/abs/2604.06210)", "tags": ["nlp"]}, {"title": "CASHG: Context-Aware Stylized Online Handwriting Generation", "authors": "Jinsu Shin, Sungeun Hong, JinYeong Bak", "booktitle": "", "links": "[Preprint](https://arxiv.org/abs/2604.02103)", "tags": ["ml"]}, {"title": "Camellia: Benchmarking Cultural Biases in LLMs for Asian Languages", "authors": "Tarek Naous, Anagha Savit, Carlos Rafael Catalan, Geyang Guo, Jaehyeok Lee, Kyungdon Lee, Lheane Marie Dizon, Mengyu Ye, Neel Kothari, Sahajpreet Singh, Sarah Masud, Tanish Patwa, Trung Thanh Tran, Zohaib Khan, Alan Ritter, JinYeong Bak, Keisuke Sakaguchi, Tanmoy Chakraborty, Yuki Arase, Wei Xu", "booktitle": "", "links": "[Preprint](https://arxiv.org/abs/2510.05291)", "tags": ["nlp"]}, {"title": "Research on Superalignment Should Advance Now with Parallel Optimization of Competence and Conformity", "authors": "HyunJin Kim, Xiaoyuan Yi, Jing Yao, Muhua Huang, JinYeong Bak, James Evans, Xing Xie", "booktitle": "", "links": "[Preprint](https://arxiv.org/abs/2503.07660)", "tags": ["ml"]}, {"title": "Beyond Turn-taking: Introducing Text-based Overlap into Human-LLM Interactions", "authors": "JiWoo Kim, Minsuk Chang, JinYeong Bak", "booktitle": "", "links": "[Preprint](https://arxiv.org/abs/2501.18103)", "tags": ["hci", "nlp"]}, {"title": "The Road to Artificial SuperIntelligence: A Comprehensive Survey of Superalignment", "authors": "HyunJin Kim, Xiaoyuan Yi, Jing Yao, Jianxun Lian, Muhua Huang, Shitong Duan, JinYeong Bak, Xing Xie\r", "booktitle": "", "links": "[Preprint](https://arxiv.org/abs/2412.16468)", "tags": ["ml"]}, {"title": "MentalAgora: A Gateway to Advanced Personalized Care in Mental Health through Multi-Agent Debating and Attribute Control\r", "authors": "Yeonji Lee, Sangjun Park, Kyunghyun Cho, JinYeong Bak", "booktitle": "", "links": "[Preprint](https://arxiv.org/abs/2407.02736)", "tags": ["nlp"]}]}],
tags: {"ml": {"title": "Machine Learning", "tag": "ML", "color": "#e63946"}, "nlp": {"title": "Natural Language Processing", "tag": "NLP", "color": "#e76f51"}, "css": {"title": "Computational Social Science", "tag": "Social", "color": "#2a9d8f"}, "hci": {"title": "Human Computer Interaction", "tag": "HCI", "color": "#264653"}},
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