Papers
METok: Multi-Stage Event-based Token Compression for Efficient Long Video Understanding
Mengyue Wang, Shuo Chen, Kristian Kersting et al.
Debatable Intelligence: Benchmarking LLM Judges via Debate Speech Evaluation
Noy Sternlicht, Ariel Gera, Roy Bar-Haim et al.
BSFA: Leveraging the Subspace Dichotomy to Accelerate Neural Network Training
WenJie Zhou, Bohan Wang, Wei Chen et al.
An Orthogonal High-Rank Adaptation for Large Language Models
Xin Zhang, Guang-Ze Chen, Shuzhen Li et al.
On Pruning State-Space LLMs
Tamer Ghattas, Michael Hassid, Roy Schwartz
Small Models, Big Results: Achieving Superior Intent Extraction through Decomposition
Danielle Cohen, Yoni Halpern, Noam Kahlon et al.
Mapping Toxic Comments Across Demographics: A Dataset from German Public Broadcasting
Jan Fillies, Michael Peter Hoffmann, Rebecca Reichel et al.
TreeRare: Syntax Tree-Guided Retrieval and Reasoning for Knowledge-Intensive Question Answering
Boyi Zhang, Zhuo Liu, Hangfeng He
Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework
Hongyi Tang, Zhihao Zhu, Yi Yang
UltraIF: Advancing Instruction Following from the Wild
Kaikai An, Li Sheng, Ganqu Cui et al.
PunMemeCN: A Benchmark to Explore Vision-Language Models’ Understanding of Chinese Pun Memes
Zhijun Xu, Siyu Yuan, Yiqiao Zhang et al.
Retrieval over Classification: Integrating Relation Semantics for Multimodal Relation Extraction
Lei Hei, Tingjing Liao, Peiyingxin et al.
Group-SAE: Efficient Training of Sparse Autoencoders for Large Language Models via Layer Groups
Davide Ghilardi, Federico Belotti, Marco Molinari et al.
Can LLMs be Literary Companions?: Analysing LLMs on Bengali Figures of Speech Identification
Sourav Das, Kripabandhu Ghosh
TrojanWave: Exploiting Prompt Learning for Stealthy Backdoor Attacks on Large Audio-Language Models
Asif Hanif, Maha Tufail Agro, Fahad Shamshad et al.
Med-VRAgent: A Framework for Medical Visual Reasoning-Enhanced Agents
Guangfu Guo, Xiaoqian Lu, Yue Feng
OMS: On-the-fly, Multi-Objective, Self-Reflective Ad Keyword Generation via LLM Agent
Bowen Chen, Zhao Wang, Shingo Takamatsu
FacLens: Transferable Probe for Foreseeing Non-Factuality in Fact-Seeking Question Answering of Large Language Models
Yanling Wang, Haoyang Li, Hao Zou et al.
Procedural Environment Generation for Tool-Use Agents
Michael Sullivan, Mareike Hartmann, Alexander Koller
MaZO: Masked Zeroth-Order Optimization for Multi-Task Fine-Tuning of Large Language Models
Zhen Zhang, Yifan Yang, Kai Zhen et al.
Evaluating Spatiotemporal Consistency in Automatically Generated Sewing Instructions
Luisa Geiger, Mareike Hartmann, Michael Sullivan et al.
RRInf: Efficient Influence Function Estimation via Ridge Regression for Large Language Models and Text-to-Image Diffusion Models
Zhuozhuo Tu, Cheng Chen, Yuxuan Du
Dynamic Expert Specialization: Towards Catastrophic Forgetting-Free Multi-Domain MoE Adaptation
Junzhuo Li, Bo Wang, Xiuze Zhou et al.
Step-level Verifier-guided Hybrid Test-Time Scaling for Large Language Models
Kaiyan Chang, Yonghao Shi, Chenglong Wang et al.
Towards a Unified Paradigm of Concept Editing in Large Language Models
Zhuowen Han, Xinwei Wu, Dan Shi et al.