Papers
ReasMark: A Robust Watermark for Attributing LLM Reasoning Under Knowledge Distillation Attacks
Peizhuo Lv, Ruihua Zhou, Yunpeng Li et al.
Self-Guided Alignment: Adaptive Preference Sensing for Multi-Objective Generation
Ning Wang, Zhanyang Liu, Taotao Zhou et al.
Why Mean Pooling Works: Quantifying Second-Order Collapse in Text Embeddings
Tomomasa Hara, Hiroto Kurita, Masaaki Imaizumi et al.
From Word Sequences to Behavioral Sequences: Adapting Modeling and Evaluation Paradigms for Longitudinal NLP
Adithya V Ganesan, Vasudha Varadarajan, Oscar Kjell et al.
SciPedia: Unlocking the Value of Scientific Data for Pre-training
Yiwei Qin, Zhen Huang, Tiantian Mi et al.
DyBBT: Dynamic Balance via Bandit-inspired Targeting for Dialog Policy with Cognitive Dual Systems
Shuyu Zhang, Yifan Wei, Jialuo Yuan et al.
ChatAnime: Towards User-Centered Emotional Support in LLM-based Virtual Character Chat
Lanlan Qiu, Sophia Xiao Pu, Yeqi Feng et al.
Revisiting Non-Verbatim Memorization in Large Language Models: The Role of Entity Surface Forms
Yuto Nishida, Naoki Shikoda, Yosuke Kishinami et al.
DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation
Zining Liu, Yunhai Hu, Tianhua Xia et al.
TabReX: Tabular Referenceless eXplainable Evaluation
Tejas Anvekar, Junha Park, Aparna Garimella et al.
CHOIR: Harmonizing Structured Persona Diversity for Robust Collaborative LLM Reasoning
Xiangjue Dong, Cong Wang, Maria Teleki et al.
Adaptive Instruction Composition for Automated LLM Red-Teaming
Jesse Zymet, Andy Luo, Swapnil Shinde et al.
Reframing Responsibility: Framing-Aware Event Causality Identification
Jin Zhao, Jiayi Yao, Xinrui Hu et al.
Apertus: Democratizing Open and Compliant LLMs for Global Language Environments
Alejandro Hernández-Cano, Alexander Hägele, Allen Hao Huang et al.
Knowledge without Wisdom: Measuring Misalignment between LLMs and Intended Impact
Michael Hardy, Yunsung Kim
GitChameleon 2.0: Evaluating AI Code Generation Against Python Library Version Incompatibilities
Diganta Misra, Nizar Islah, Victor May et al.
What About the Scene With the Hitler Reference? HAUNT: A Framework to Probe LLMs’ Self-consistency in Closed Domains Via Adversarial Nudge
Arka Dutta, Sujan Dutta, Rijul Magu et al.
Factual Retrieval in LLMs Is a Redundant, Distributed and Non-Contiguous Process
Hail Hochman, Natalie Shapira, Yoav Goldberg
Jailbreak-Zero: A Path to Pareto Optimal Red Teaming for Large Language Models
Kai Hu, Abhinav Aggarwal, Mehran Khodabandeh et al.
Monotonic Scaffolding as a Diagnostic Lens for Legal Reasoning in LLMs
Pedro Calais, Janderson Santos, Anisio Lacerda et al.
BatonVoice: An Operationalist Framework for Enhancing Controllable Speech Synthesis with Linguistic Intelligence from LLMs
Yue Wang, Ruotian Ma, Xingyu Chen et al.
Reasoning Is Not All You Need: Examining LLMs for Multi-Turn Mental Health Conversations
Mohit Chandra, Siddharth Sriraman, Harneet Singh Khanuja et al.
Generalizing Trust: Weak-to-Strong Trustworthiness in Language Models
Lillian Sun, Martin Pawelczyk, Zhenting Qi et al.
OLA: Output Language Alignment in Code-Switched LLM Interactions
Juhyun Oh, Haneul Yoo, Faiz Ghifari Haznitrama et al.
Agentic Very Long Video Understanding
Aniket Rege, Arka Sadhu, Yuliang Li et al.