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EMCee: Improving Multilingual Capability of LLMs via Bridging Knowledge and Reasoning with Extracted Synthetic Multilingual Context

Hamin Koo, Jaehyung Kim

Yonsei김재형

RPM: Reasoning-Level Personalization for Black-Box Large Language Models

Jieyong Kim, Tongyoung Kim, Soojin Yoon, Jaehyung Kim, Dongha Lee

Yonsei김재형

Test-Time Scaling in Diffusion LLMs via Hidden Semi-Autoregressive Experts

Jihoon Lee, Hoyeon Moon, Kevin Zhai, Arun Kumar Chithanar, Anit Kumar Sahu, Soummya Kar, Chul Lee, Souradip Chakraborty, Amrit Singh Bedi

Yonsei김재형

Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents

Wonjoong Kim, Sangwu Park, Yeonjun In, Sein Kim, Dongha Lee, Chanyoung Park

Yonsei이동하

Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User History

Serin Kim, Sangam Lee, Dongha Lee

Yonsei이동하

Injecting Context via Situation Working Memory for Logical Reasoning with LLMs

J.-E. Kim, S.-H. Lim, Y.-H. Choi, S.-B. Cho

Yonsei조성배

ABED: Abductive Bidirectional Entailment Diagnosis for Open-World Logical Reasoning

Seyeon Jeong, Sojeong Park, Beakcheol Jang

Yonsei장백철

Decomposed Attention Fusion in MLLMs for Training-Free Video Reasoning Segmentation

Su Ho Han*, Jeongseok Hyun*, Pilhyeon Lee, Minho Shim, Dongyoon Wee, Seon Joo Kim

Yonsei김선주

Reading the Unreadable: Text-Aware Image Super-Resolution Needs Reasoning

Jaeseong Lee, Jinwoo Kim, Jinho Jeong, Seon Joo Kim

Yonsei김선주

SpiralThinker: Latent Reasoning through an Iterative Process with Text-Latent Interleaving

Shengmin Piao, Sanghyun Park

Yonsei박상현

Social Reasoning-Aware Trajectory Prediction via Multimodal Language Model

Inhwan Bae, Junoh Lee, Hae-Gon Jeon

Yonsei전해곤

Bridging On-Device and Cloud LLMs for Collaborative Reasoning: A Unified Methodology for Local Routing and Post-Training

Wenzhi Fang, Dong-Jun Han, Liangqi Yuan, Evan Chen, Christopher G. Brinton

Yonsei한동준

Revisiting the Uniform Information Density Hypothesis in LLM Reasoning Traces

Minju Gwak, Guijin Son, Jaehyung Kim

Yonsei김재형

Adaptive Beam Search with Shannon Entropy for Data-centric Reasoning in LLMs

Y.-J. Kim, Y.-J. Jung, J.-E. Kim, S.-B. Cho

Yonsei조성배

Spatial Reasoning in Large Vision-Language Models via Egocentric-to-Allocentric Transformation

Y.-J. Kim, J.-E. Kim, S.-B. Cho

Yonsei조성배

Visual–Linguistic Abductive Reasoning with LLMs for Knowledge-based Visual Question Answering

J.-E. Kim, Y.-J. Jung, S.-B. Cho

Yonsei조성배

PROGRAM: Programmatic Retrieval Optimization with Generative Reasoning and Augmented Multi-queries

Gun Il Kim, Jungkyu Shin, Jong Wook Kim, Beakcheol Jang

Yonsei장백철

Success and Failure of Human–AI Collaboration in Clinical Reasoning: An Experimental Study on Challenging Real-World Cases

Kai Tzu-iunn Ong, Junwon Seo, Hyojun Kim, Jiwoo Kim, Jihoon Kim, Sunghwan Kim, Jinyoung Yeo, Eun Young Choi

Yonsei여진영

Multi-Axial Analysis of Clinical Reasoning in Large Language Models: Inter-Verifier Disagreement and Its Implications for Automated Evaluation

Hyunjung Byun, Dahyoun Lee, Munyoung Jung, Beakcheol Jang

Yonsei장백철

CURVE: Dynamic Cost-Accuracy Control for LLM Reasoning via Online Constrained Optimization

Sunggeun La, Jinhyeon Kim, Sangmin Lee, Kyungwoo Song

Yonsei송경우

Robot-R1: Reinforcement Learning for Enhanced Embodied Reasoning in Robotics

Dongyoung Kim, Sumin Park, Huiwon Jang, Jinwoo Shin, Jaehyung Kim, Younggyo Seo

Yonsei김재형

Structural Reasoning Improves Molecular Understanding of LLM

Yunhui Jang, Jaehyung Kim, Sungsoo Ahn

Yonsei김재형

Review-driven Personalized Preference Reasoning with Large Language Models for Recommendation

Jieyong Kim, Hyunseo Kim, Hyunjin Cho, SeongKu Kang, Buru Chang, Jinyoung Yeo, Dongha Lee

Yonsei여진영

Enhancing Compositional Reasoning in CLIP via Reconstruction and Alignment of Text Descriptions

J. Kwon, K. Min, J. Sohn

Yonsei손지용

TinyThinker_Distilling Reasoning through Coarse-to-Fine Knowledge Internalization with Self-Reflection

Shengmin Piao, Sanghyun Park

Yonsei박상현

R-TOFU: Unlearning in Large Reasoning Models

Sangyeon Yoon, Wonje Jeung, Albert No

Yonsei노승문

SAFEPATH: Preventing Harmful Reasoning in Chain-of-Thought via Early Alignment

Wonje Jeung, Sangyeon Yoon, Minsuk Kahng, Albert No

Yonsei노승문

Unveiling the Invisible: Reasoning Complex Occlusions Amodally with AURA

Zhixuan Li, Hyunse Yoon, Sanghoon Lee, Weisi Lin

Yonsei이상훈

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL

Hyungjoo Chae, Dongjin Kang, Jihyuk Kim, Beong-woo Kwak, Sunghyun Park, Haeju Park, Jinyoung Yeo, Moontae Lee, Kyungjae Lee

Yonsei여진영

UniRAG: A Unified RAG Framework for Knowledge-Intensive Queries with Decomposition, Break-Down Reasoning, and Iterative Rewriting

Gun Il Kim, Jongwook Kim, Beakcheol Jang

Yonsei장백철