Papers
Your Mileage May Vary: How Empathy and Demographics Shape Human Preferences in LLM Responses
Yishan Wang, Amanda Cercas Curry, Flor Miriam Plaza-del-Arco
Low-Hallucination and Efficient Coreference Resolution with LLMs
Yujian Gan, Yuan Liang, Jinxia Xie et al.
URO-Bench: Towards Comprehensive Evaluation for End-to-End Spoken Dialogue Models
Ruiqi Yan, Xiquan Li, Wenxi Chen et al.
PolBiX: Detecting LLMs’ Political Bias in Fact-Checking through X-phemisms
Charlott Jakob, David Harbecke, Patrick Parschan et al.
Tracing Training Footprints: A Calibration Approach for Membership Inference Attacks Against Multimodal Large Language Models
Xiaofan Zheng, Huixuan Zhang, Xiaojun Wan
Distilling Many-Shot In-Context Learning into a Cheat Sheet
Ukyo Honda, Soichiro Murakami, Peinan Zhang
Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models
Zonghao Ying, Deyue Zhang, Zonglei Jing et al.
Faster and Better LLMs via Latency-Aware Test-Time Scaling
Zili Wang, Tianyu Zhang, Haoli Bai et al.
ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning Models
Razvan-Gabriel Dumitru, Darius Peteleaza, Vikas Yadav et al.
Dissecting Logical Reasoning in LLMs: A Fine-Grained Evaluation and Supervision Study
Yujun Zhou, Jiayi Ye, Zipeng Ling et al.
Privacy in Action: Towards Realistic Privacy Mitigation and Evaluation for LLM-Powered Agents
Shouju Wang, Fenglin Yu, Xirui Liu et al.
Zero-shot Graph Reasoning via Retrieval Augmented Framework with LLMs
Hanqing Li, Sharika Mahadevan, Kiran Jyothi Sheena et al.
IP-Dialog: Evaluating Implicit Personalization in Dialogue Systems with Synthetic Data
Bo Peng, Zhiheng Wang, Heyang Gong et al.
On Guardrail Models’ Robustness to Mutations and Adversarial Attacks
Elias Bassani, Ignacio Sanchez
Semantic Contribution-Aware Adaptive Retrieval for Black-Box Models
Qinhong Lin, Zhongliang Yang, Yuang Cai et al.
Does Visual Grounding Enhance the Understanding of Embodied Knowledge in Large Language Models?
Zhihui Yang, Yupei Wang, Kaijie Mo et al.
StandUp4AI: A New Multilingual Dataset for Humor Detection in Stand-up Comedy Videos
Valentin Barriere, Nahuel Gomez, Léo Hemamou et al.
MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices
Patara Trirat, Jae-Gil Lee
MASTER: Multi-Agent Security Through Exploration of Roles and Topological Structures - A Comprehensive Framework
Yifan Zhu, Chao Zhang, Xin Shi et al.
When Personalization Meets Reality: A Multi-Faceted Analysis of Personalized Preference Learning
Yijiang River Dong, Tiancheng Hu, Yinhong Liu et al.
Dynamic Injection of Entity Knowledge into Dense Retrievers
Ikuya Yamada, Ryokan Ri, Takeshi Kojima et al.
FAEDKV: Infinite-Window Fourier Transform for Unbiased KV Cache Compression
Runchao Li, Yao Fu, Mu Sheng et al.
EnDive: A Cross-Dialect Benchmark for Fairness and Performance in Large Language Models
Abhay Gupta, Jacob Cheung, Philip Meng et al.
Self-adaptive Dataset Construction for Real-World Multimodal Safety Scenarios
Jingen Qu, Lijun Li, Bo Zhang et al.
FoodSafeSum: Enabling Natural Language Processing Applications for Food Safety Document Summarization and Analysis
Juli Bakagianni, Korbinian Randl, Guido Rocchietti et al.