Papers
Mitigating Spurious Correlations in Text Classification Using Latent Space Geometry
Jiasen Gao, Xiaoliang Chen, Duoqian Miao et al.
Shuttle Between Symbolic Instructions and Neural Parameters of Large Language Models
Wangtao Sun, Haotian Xu, Huanxuan Liao et al.
ToMMeR - Efficient Entity Mention Detection from Large Language Models
Victor Morand, Nadi Tomeh, Josiane Mothe et al.
A Multi-Agent Framework for Feature-Constrained Difficulty Control in Reading Comprehension Item Generation
Seonjeong Hwang, Jun Seo, Hyounghun Kim et al.
Neo-Classic: A Benchmark for Evaluating Linguistic-Aesthetic Reasoning in Classical Chinese Poetry
Han Zhang, Zihan Gu, Zhiyuan Wang et al.
CuMA: Aligning LLMs with Sparse Cultural Values via Demographic-Aware Mixture of Adapters
Ao Sun, Xiaoyu Wang, Zhe Tan et al.
When Seeing Is not Enough: Revealing the Limits of Active Reasoning in MLLMs
Hongcheng Liu, Pingjie Wang, Yuhao Wang et al.
Beyond Single View: A Comprehensive Benchmark for Medical Multimodal Large Language Models on Multi-Image Understanding
Dexuan Xu, Yuan Jiayin, Jianing Wang et al.
Demystifying Data Organization for Enhanced LLM Training
Yalun Dai, Yangyu Huang, Tongshen Yang et al.
AlphaContext: An Evolutionary Tree-based Psychometric Context Generator for Creativity Assessment
Yixuan Wang, Yue Huang, Hong Qian et al.
When Personalization Legitimizes Risks: Uncovering Safety Vulnerabilities in Personalized Dialogue Agents
Jiahe Guo, Xiangran Guo, Yulin Hu et al.
Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language Models
Zirui Song, Qian Jiang, Mingxuan Cui et al.
CaRL-EM: Cost-Aware Reinforcement Learning for Entity Matching with LLMs
Chaohui Guo, Michel C. A. Klein, Zhisheng Huang
Improving Long-Context Translation via Self-Supervised Dual Learning
Shanbo Cheng, Shuaijie She, Yu Bao et al.
Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought Reasoning
Renliang Sun, Wei Cheng, Dawei Li et al.
SAM3-I: Segment Anything with Instructions
Jingjing Li, Yue Feng, Yuchen Guo et al.
Draft, Verify, Restore: Self-Refining Historical Inscription Restoration with a Unified MLLM
Yuyi Zhang, Junle Liu, Peirong Zhang et al.
PaCoRe: Learning to Scale Test-Time Compute with Parallel Coordinated Reasoning
Jingcheng Hu, Yinmin Zhang, Shijie Shang et al.
PACE: Predictive Adaptive Context Extraction for Long-Horizon LLM Agents
Lei Wei, Xiao Peng, Tt et al.
LADR: Locality-Aware Dynamic Rescue for Efficient Text-to-Image Generation with Diffusion Large Language Models
Chenglin Wang, Yucheng Zhou, Shuang Chen et al.
Question Tells You Where the Answer Is: Intention-aware Long-Context KV Cache Compression
Liang Zhao, Xiaocheng Feng, Weihong Zhong et al.
DR-Arena: an Automated Evaluation Framework for Deep Research Agents
Yiwen Gao, Ruochen Zhao, Yang Deng et al.
Enabling Agents to Communicate Entirely in Latent Space
Zhuoyun Du, Runze Wang, Huiyu Bai et al.
LiveCultureBench: a Multi-Agent, Multi-Cultural Benchmark for Large Language Models in Dynamic Social Simulations
Viet Thanh Pham, Lizhen Qu, Thuy-Trang Vu et al.
Inertia in Moral and Value Judgments of Large Language Models
Bruce W. Lee, Yeongheon Lee, Hyunsoo Cho