Papers
Investigating More Explainable and Partition-Free Compositionality Estimation for LLMs: A Rule-Generation Perspective
Ziyao Xu, Cong Wang, Houfeng Wang
LearnerCoMPASS: Intelligent Tutoring System with Dynamic Cognitive Diagnosis and Multi-Model Path Planning
Ziji Sheng, Guiyao Tie, Weidong Wang et al.
VFA: Empowering Multilingual MLLMs via Vision-Free Adaptation
Yixia Li, Yaqing Shi, Zhiwen Ruan et al.
Visual Attention Reasoning via Hierarchical Search and Self-Verification
Wei Cai, Jian Zhao, Yuchen Yuan et al.
Efficient KL Divergence Estimation via Truncated Top-K Integration for Large Language Models
Xinyuan Wang, Luozhijie Jin, Bo Wang et al.
Shanks: Simultaneous Hearing and Thinking for Spoken Language Models
Cheng-Han Chiang, Xiaofei Wang, Linjie Li et al.
SCVQ: Sparse-Compensated Vector Quantization for Large Language Models
Zixuan Zhou, Yujun Diao, Zicheng Kong et al.
QBridge: Bridging Natural Language and SQL via Gold Query Rewriting with Agentic Refinement
Zhensheng Luo, Sai Wu, Yuan Qiu et al.
Dissecting Failure Dynamics in Large Language Model Reasoning
Wei Zhu, Jian Zhang, Lixing Yu et al.
Privacy Collapse: Benign Fine-Tuning Can Break Contextual Privacy in Language Models
Anmol Goel, Cornelius Emde, Seong Joon Oh et al.
From Laboratory to Real-World Applications: Benchmarking Agentic Code Reasoning at the Repository Level
Jia Li, Yuxin Su, Michael R. Lyu
Is this chart lying to me? Automating the detection of misleading visualizations
Jonathan Tonglet, Jan Zimny, Tinne Tuytelaars et al.
SEA-BED: How Do Embedding Models Represent Southeast Asian Languages?
Wuttikorn Ponwitayarat, Peerat Limkonchotiwat, Raymond Ng et al.
Beyond Transcripts: A Renewed Perspective on Audio Chaptering
Fabian Retkowski, Maike Züfle, Thai Binh Nguyen et al.
When Correct Beliefs Collapse: Epistemic Resilience of LLMs under Clinical Pressure
Boyu Xiao, Xiuqi Tian, Xuwen Song et al.
Ted-Tok: Maintaining an Evolving Vocabulary for Lifelong Learning
Jiameng Huang, Zhi Zhang, Zhenyu He et al.
Gained in Translation: Privileged Pairwise Judges Enhance Multilingual Reasoning
Lintang Sutawika, Gokul Swamy, Steven Wu et al.
LiGen: Active Lipid Generation via a Molecular Language Model
Ying Zhan, Xiuqi Tang, Yan Zhang et al.
MulVul: Retrieval-augmented Multi-Agent Code Vulnerability Detection via Cross-Model Prompt Evolution
Zihan Wu, Jie Xu, Yun Peng et al.
MirageBackdoor: A Stealthy Attack that Induces Think-Well-Answer-Wrong Reasoning
Yizhe Zeng, Wei Zhang, Yunpeng Li et al.
Revisiting Model Interpolation for Efficient Reasoning
Taiqiang Wu, Runming Yang, Tao Liu et al.
ARCQuant: Boosting NVFP4 Quantization with Augmented Residual Channels for LLMs
Haoqian Meng, Yilun Luo, Yafei Zhao et al.
Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do
Zhuoran Jin, Kejian Zhu, Hongbang Yuan et al.
Beyond Monolingual Assumptions: A Survey on Code-Switched NLP in the Era of Large Language Models across Modalities
Rajvee Sheth, Samridhi Raj Sinha, Mahavir Patil et al.
Detecting RAG Extraction Attack via Dual-Path Runtime Integrity Game
Yuanbo Xie, Yingjie Zhang, Yulin Li et al.