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[C6]Planning Before Reasoning: A Vision-Language Dataset for Structured Stepwise Reasoning in Document Understanding
DongJae Shin, Hangyeol Yoo, Yerin Nam, Hoyeon Shin, SeungWoo Song, Seohyun Song, Donghun Yang, KyungTae Lim
Findings of the Association for Computational Linguistics: EMNLP 2026
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[J5]Enhancing Scientific QA with LLM-Generated Data: Effective Filtering via Simple Feature-Based Association Rule Mining
Gwangseon Jang, Hyeon Ji Jeong, Hongseok Choi, Kyong-Ha Lee, Mun Yong Yi
Knowledge and Information Systems, 2026 (accepted)
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[C5]Judging What We Cannot Solve: A Consequence-Based Approach for Oracle-Free Evaluation of Research-Level Math
Guijin Son, Donghun Yang, Hitesh Laxmichand Patel, Hyunwoo Ko, Amit Agarwal, Sunghee Ahn, Kyong-Ha Lee, Youngjae Yu
ICML 2026 (Spotlight) — The Forty-Third International Conference on Machine Learning
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[J4]EnergyRoute: Energy-Based Uncertainty Routing for Selective Retrieval and Large Language Model Assistance in the Hierarchical Classification of Biotechnology R&D Projects
Gwangseon Jang, Moo Woong Kim, Youn-jeong Nam, Yewon Yong, Kyong-Ha Lee, Chanuk Lim
Scientific Reports, Vol. 16, Article 19697, 2026
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[C3]Leveraging Pretrained Knowledge at Inference Time: LoRA-Gated Contrastive Decoding for Multilingual Factual Language Generation in Adapted LLMs
Gwangseon Jang, Hongseok Choi, Chanuk Lim, Kyong-Ha Lee, Mun Yong Yi
ICLR 2026 (Poster) — The Fourteenth International Conference on Learning Representations
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[C4]Pushing on Multilingual Reasoning Models with Language-Mixed Chain-of-Thought
Guijin Son, Donghun Yang, Hitesh Laxmichand Patel, Amit Agarwal, Hyunwoo Ko, Chanuk Lim, Srikant Panda, Minhyuk Kim, Nikunj Drolia, Dasol Choi, Kyong-Ha Lee, Youngjae Yu
ICLR 2026 — The Fourteenth International Conference on Learning Representations
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[J3]SpectraBench: A Three-Stage Evolution Framework for Intelligent Large Language Model Evaluation
Gunwoo Lee, Rae-Young Jang, Sang-Hwan Gwak, Kyong-Ha Lee, Ryong Lee
Future Generation Computer Systems, Vol. 181, Article 108423, 2026
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[C2]ScholarBench: A Bilingual Benchmark for Abstraction, Comprehension, and Reasoning Evaluation in Academic Contexts
Dongwon Noh, Donghyeok Koh, Junghun Yuk, Gyuwan Kim, Jaeyong Lee, Kyungtae Lim, Cheoneum Park
Findings of the Association for Computational Linguistics: EMNLP 2025
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[J2]SciLinkBERT: A BERT-Style Language Model for Understanding Scientific Texts with Citations
Ju-Yeon Yu, Donghun Yang, Kyong-Ha Lee
The Journal of Supercomputing, Vol. 81, Article 1356, 2025
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[C1]GRAIL: Graph Retrieval-Augmented In-Context Learning for Node Classification in Real-World Textual-Attributed Graphs
Chanuk Lim, Kyong-Ha Lee, Hyun Ji Jeong, Sungsu Lim
EDBT 2025 — 28th International Conference on Extending Database Technology, pp. 1039–1047
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[J1]MICD: More Intra-Class Diversity in Few-Shot Text Classification with Many Classes
Gwangseon Jang, Hyeon Ji Jeong, Mun Yong Yi
Knowledge-Based Systems, Vol. 309, Article 112851, 2025
