Papers
Retrieval-Augmented Defense: Adaptive and Controllable Jailbreak Prevention for Large Language Models
Guangyu Yang, Jinghong Chen, Jingbiao Mei et al.
Mind Reader: Latent User Demand-Guided Content Optimization for Generative Search Engine
Tong Chen, JiaWei Guo, Yuxi Li et al.
HarDBench: A Benchmark for Draft-Based Co-Authoring Jailbreak Attacks for Safe Human–LLM Collaborative Writing
EunTae Kim, Soomin Han, Buru Chang
Mem-Gallery: Benchmarking Multimodal Long-Term Conversational Memory for MLLM Agents
Yuanchen Bei, Tianxin Wei, Xuying Ning et al.
Knowledge-to-Verification: Exploring RLVR for LLMs in Knowledge-Intensive Domains
Zhonghang Yuan, Zhefan Wang, Fang Hu et al.
VISTA: Verification In Sequential Turn-based Assessment
Ashley Lewis, Andrew Perrault, Eric Fosler-Lussier et al.
From Selection to Refinement: Iterative Optimization for Instruction Data
Hang Hu, Ziyan Liu, Rujie Wen et al.
M3-VQA: A Benchmark for Multimodal, Multi-Entity, Multi-Hop Visual Question Answering
Jiatong Ma, Longteng Guo, Yuchen Liu et al.
Tiny Scales, Great Challenges: The Limits of Multimodal LLMs in Scale Recognition
Jihang Jin, Ronghao Chen, Hao Zhang et al.
CAR-bench: Evaluating the Consistency and Limit-Awareness of LLM Agents under Real-World Uncertainty
Johannes Kirmayr, Lukas Stappen, Elisabeth Andre
Rendering Data Unlearnable by Exploiting LLM Alignment Mechanisms
Ruihan Zhang, Jun Sun
GeoRC: A Benchmark for Geolocation Reasoning Chains
Mohit Talreja, Joshua Diao, Jim James et al.
CAP: Controllable Alignment Prompting for Unlearning in LLMs
Zhaokun Wang, Jinyu Guo, Jingwen Pu et al.
DimABSA: Building Multilingual and Multidomain Datasets for Dimensional Aspect-Based Sentiment Analysis
Lung-Hao Lee, Liang-Chih Yu, Natalia V Loukachevitch et al.
Robust Tool Use via Fission-GRPO: Learning to Recover from Execution Errors
Zhiwei Zhang, Fei Zhao, Rui Wang et al.
MirrorQA: Benchmarking Multimodal LLMs on Mirror-Orientation Reasoning
Jingping Liu, Xingchen Peng, Yan Zhou et al.
Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning Models
Tingchen Fu, Yafu Li, Jiawei Gu et al.
BOSCH: Black-Box Binary Optimization for Short-Context Attention-Head Selection in LLMs
Abbas Ghaddar, Ivan Kobyzev, Boxing Chen et al.
LongVideoAgent: Multi-Agent Reasoning with Long Videos
Runtao Liu, Ziyi Liu, Jiaqi Tang et al.
Emotion-Wheel-Guided Audio-Referred Text Representation for Multimodal Emotion Recognition in Conversation
Eunseon Seong, Harim Lee, Dahye Kim et al.
GROKE: Vision-Free Navigation Instruction Evaluation via Graph Reasoning on OpenStreetMap
Farzad Shami, Subhrasankha Dey, Nico Van de Weghe et al.
Structure Guided Retrieval-Augmented Generation for Factual Queries
Miao Xie, Xiao Zhang, Yi Li et al.
Phonemes to the Rescue: Multilingual Tokenization Based on International Phonetic Alphabet
Milan Miletić, Julie Kallini, Ekaterina Shutova
MessToClean: Evidence-Grounded Structure-Preserving Reconstruction for Real-World Degraded Exam Paper Images
Jiayi Tuo, Cheng Tang, Zihan Wang et al.