EMNLP

2026123편

• 김준모KAIST

  </think> Doesn't Stop Reasoning: Analysis of Spurious CoT Termination

  Seunghee Koh, Sungjae Choi, Minchan Kwon, Sunghyun Baek and Junmo Kim

• 장백철Yonsei

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

  Seyeon Jeong, Sojeong Park, Beakcheol Jang

• 곽노준SNU

  ACE: A Self-Correcting Agentic Canvas Editor for Multi-Slide Presentation Automation

  JooYoung Jang, Taegyeong Lee, Jihyeon Park, Nojun Kwak

• 황성주KAIST

  AdaPath: Query-Adaptive Path-Finding via Path-Bank for Multi-Hop Implicit Biomedical KGQA

  Jun Hyeong Kim, Dongki Kim, Yinhua Piao, Sung Ju Hwang

• 황승원SNU

  ANI: Adaptive Numerical Injection for Unifying Semantic and Arithmetic Representations in Numerical Reasoning

  Jinsung Jeon, Seung-won Hwang.

• 여진영Yonsei

  Apples on the Table? Evaluating Text-Guided 3D Scene Synthesis via Fine-Grained Constraint Verification

  Minseok Kang, Dongwook Choi, Gyeom Hwangbo, Seungwon Lim, Kai Tzu-iunn Ong, Jinyoung Yeo

• 조요한SNU

  ArcANE: Do Role-Playing Language Agents Stay in Character at the Right Time?

  Woojung Song, Nalim Kim, Sangjun Song, Chaewon Heo, Jongwon Lim, Yohan Jo

• 정교민SNU

  Are We Measuring Strategy or Phrasing? The Gap Between Surface- and Approach-Level Diversity in LLM Math Reasoning

  Sangmook Lee, Minbeom Kim, Jeonghye Kim, Dohyung Kim, Sojeong Rhee, Kyomin Jung

• 문태섭SNU

  Axis-LoRA: Probing and Adapting Embedding Models for Personal-Memory Retrieval

  Dohoon Kim, Junho Park, Hyungwoong Bae, Seyoon Kim, Taesup Moon

• 김기응KAIST

  Behavior-Preserving KV Cache Compression

  Doo Hwan Hwang, Junyoung Jang, Junho Na, Hosung Lim, Kee-Eung Kim

• 노승문Yonsei

  BenchPreS: A Benchmark for Context-Aware Personalized Preference Selectivity of Persistent-Memory LLMs

  Sangyeon Yoon, Hyesoo Hong, Wonje Jeung, Yongil Kim, Wooseok Seo, Heuiyeen Yeen, Albert No, Sunkyoung Kim

• 오혜연KAIST

  Beneath the Surface of Chains-of-Thought: A Mechanistic Interpretation of Reasoning Operations in LLMs

  Seogyeong Jeong, Jaehui Hwang, Dongyoon Han, Geonmo Gu, Alice Oh, Taekyung Kim

• 윤성로SNU

  Beyond Append-Only Decoding: A Recursive Edit-Based Encoder for Arithmetic Length Generalization

  Bong Gyun Kang, Junyong Ahn, Jieun Byeon, Sungroh Yoon

• 도재영SNU

  Beyond Retraining-Free MoE Compression: A Cost-Normalized Study of Post-Compression Adjustment

  Sieun Hyeon*, Jaeyoung Do^

• 이진호SNU

  CamoDocs: A Poisoning Attack Against Retrieval-Augmented Language Models Using Camouflaged Documents

  Jaewon Jung, Haizhong Zheng, Hongsun Jang, Jaeyong Song, Beidi Chen, Jinho Lee

• 이상근KU

  Chronos: Chronology-Grounded Continued Pre-training for Language Model Adaptation to Materials Science

  Sangyun Kim, Junho Kim, SangKeun Lee

• 이재길KAIST

  Clustering-Based Balanced Sampling and Allocation with Data Parallelism for High-Performance Fine-Tuning

  Kim, H., Nam, Y., Han, J., Choi, W., and Lee, J.

• 김승욱KAIST

  Compositional SVG Generation via VLM-Driven Hierarchical Semantic Parsing

  Sehwan Park, Taehoon Kim, Geonhee Han, Dohyun Kim, Seung Wook Kim, Paul Hongsuck Seo

• 이근배, 김형훈POSTECH

  Controllable Image Captioning with Prompt-Conditioned Scene Rewards

  Jongyeop Hyun, Taeyoung Kim, Hyounghun Kim

• 정종헌KU

  CPR for LLMs: Critical-Point Routing against Catastrophic Forgetting in Domain Adaptation

  Kwangmin Ki, Yunhun Nam, Jongheon Jeong, Jaehyung Kim

• 김재형Yonsei

  CPR for LLMs: Critical-Point Routing against Catastrophic Forgetting in Domain Adaptation

  Kwangmin Ki, Yunhun Nam, Jongheon Jeong, Jaehyung Kim

• 김건희SNU

  Critical or Compliant? The Double-Edged Sword of Reasoning in Chain-of-Thought Explanations

  Eunkyu Park, Wesley Hanwen Deng, Vasudha Varadarajan, Mingxi Yan, Gunhee Kim, Maarten Sap, Motahhare Eslami

• 이정우SNU

  DCGC: Draft-Conditioned Global Correction for Complex Reasoning with Masked Diffusion Models

  Minhae Oh, Nakyung Lee, Jungwoo Lee

• 노용만KAIST

  Decoding Strategies for Diffusion-Based ASR: A Systematic Evaluation of Confidence-Based Thresholding

  Jeong Hun Yeo, Minsu Kim, Hyeongseop Rha, Yong Man Ro

• 예종철KAIST

  Dementia-R1: Reinforced Pretraining and Reasoning from Unstructured Clinical Notes for Real-World Dementia Prognosis

  Choonghan Kim, Hyunmin Hwang, Hangeol Chang, Jaemin Kim, Jinse Park, Jae-Sung Lim, Jong Chul Ye

• 노용만KAIST

  Diffusion Large Language Models for Visual Speech Recognition

  Jeong Hun Yeo, Chae Won Kim, Hyeongseop Rha, Yong Man Ro

• 김준모KAIST

  Direct Diversity Optimization for Diverse Successful Trajectories in Preference Post-Training

  Junwon Ko, Dong-Jae Lee, Minchan Kwon, Sunghyun Baek and Junmo Kim

• 김주영KAIST

  Distance Is Not Enough: Forget-Retain Alignment Gap Predicts LLM Relearning Robustness

  Yi Chen, Hanna Hsieh, Shuhong Liu, Chuanbo Hua, Zihan Ma, Kun Wang, Joo-Young Kim

• 임경태KAIST

  Distribution-aware Language Neuron Identification in Multilingual Large Language Models

  Minjun Kim, Inho Won, Junghun Yuk, Dongyeon Kim, Jihyo Kim, KyungTae Lim

• 강유SNU

  Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA

  Jiwon Lee, Yong-chan Park, Jungin Hong, U Kang

• 김건희SNU

  DuplexGen: Adaptive Synthesis of Human-AI Turn-Taking Dialogues

  Takyoung Kim, Kangwook Kim, Sanghoon Woo, Julia Hirschberg, Gunhee Kim, Dilek Hakkani-Tür

• 장백철Yonsei

  DuQUAD: A Dual-View Framework with Quality-Aware Evidence Pruning for Multi-Document Question Answering

  Yeonjun Choi, Seyeon Jeong, Jong Wook Kim, Beakcheol Jang

• 김기응KAIST

  Dynamic Context Allocation for Concurrent Multi-Agent LLMs

  Junho Na, Daiki E. Matsunaga, Namho Koh, Jongmin Lee, Pascal Poupart, Kee-Eung Kim

• 이종민Yonsei

  Dynamic Context Allocation for Concurrent Multi-Agent LLMs

  Junho Na, Daiki E. Matsunaga, Nam Ho Koh, Jongmin Lee, Pascal Poupart, Kee-Eung Kim

• 이교구SNU

  Evaluating the Evaluators: A Systematic Analysis of Reference Bias in Audio Captioning Metrics

  Jaeheon Sim, Kyogu Lee

• 노용만KAIST

  From Coordinates to Candidate Regions: Temporal Change Localization via Region Selection in Remote Sensing Multimodal LLMs

  Juwan Chung, Sungjune Park, Yeongyun Kim, Yong Man Ro

• 박현우SNU

  From Text to Structure: The PACKaGE Benchmark for Bidirectional Causal Reasoning in Paragraphs and Graphs

  Juhyeon Kim, Dohun Lee, Jiwon Jang, Joseph Shim, Hyunwoo Park

• 주재걸KAIST

  From Unverifiable Domain Text to Cross-Lingual RLVR via Code-Switched Task Synthesis

  Cheonbok Park, Jihwan Kim, Shinyoung Joo, Joosung Lee, Hwiyeol Jo, Jeonghoon Kim, Jaegul Choo

• 이정우SNU

  Function-Level Execution Feedback for Code Preference Optimization

  Idris Nechnech, Sehwan Kim, Jimin Seo, Yeongoon Kim, Minhae Oh, Sangwoo Hong, Jungwoo Lee

• 김태섭SNU

  Garbage attention in large language models: Bos sink heads and sink-aware pruning

  Jaewon Sok, Jewon Yeom, Seonghyeon Park, Jeongjae Park, Taesup Kim