Papers
LOTUS: Evolving Multimodal Unlearning via Hyperbolic Entailment and Lorentz Transport
Zekun Wang, Jingjie Zeng, Yingxu Li et al.
Cell-Based Representation of Relational Binding in Language Models
Qin Dai, Benjamin Heinzerling, Kentaro Inui
Lost in Simulation: LLM-Simulated Users are Unreliable Proxies for Human Users in Agentic Evaluations
Preethi Seshadri, Samuel Cahyawijaya, Ayomide Odumakinde et al.
SPARD: Self-Paced Curriculum for RL Alignment via Integrating Reward Dynamics and Data Utility
Xuyang Zhi, Peilun Zhou, Chengqiang Lu et al.
Solve-Detect-Verify: Inference-Time Scaling with Flexible Generative Verifier
Jianyuan Zhong, Zeju Li, Zhijian Xu et al.
HalluCitation Matters: Revealing the Impact of Hallucinated References with 300 Hallucinated Papers in ACL Conferences
Yusuke Sakai, Hidetaka Kamigaito, Taro Watanabe
Characterizing and Evaluating Working Emotion Vocabularies in Multilingual Large Language Models
Nicholas Deas, Ivan Ernesto Perez Mejia, Ellie Yang et al.
Awakening Dormant Experts:Counterfactual Routing to Mitigate MoE Hallucinations
Wentao Hu, Yanbo Zhai, Xiaohui Hu et al.
One Single Hub Text Breaks CLIP: Identifying Vulnerabilities in Cross-Modal Encoders via Hubness
Hiroyuki Deguchi, Katsuki Chousa, Yusuke Sakai
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