Papers
Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks
Wenqi Zhang, Mengna Wang, Gangao Liu et al.
Deep-Reporter: Deep Research for Grounded Multimodal Long-Form Generation
Fangda Ye, Kuicai Dong, Xie Zhifei et al.
From Competition to Synergy: Unlocking Reinforcement Learning for Subject-Driven Image Generation
Ziwei Huang, Ying Shu, Fanghao et al.
The Visual Iconicity Challenge: Evaluating Vision-Language Models on Sign Language Form–Meaning Mapping
Onur Keleş, Asli Ozyurek, Gerardo Ortega et al.
ProactiveEval: A Unified Evaluation Framework for Proactive Dialogue Agents
Tianjian Liu, Fanqi Wan, Jiajian Guo et al.
LLM Beliefs Are in Their Heads
Alessandro Corona Mendozza, Anders Søgaard
Beyond Static Alignment: Adaptive Arbitration for Semantic Incongruence in Semi-Supervised Multimodal Sentiment Analysis
Huicong Li, Xiangbo Ji, Wei Wu
Learning to Conceal Risk: Controllable Multi-turn Red Teaming for LLMs in the Financial Domain
Gang Cheng, Haibo Jin, Wenbin Zhang et al.
Still Between Us? Evaluating and Improving Voice Assistant Robustness to Third-Party Interruptions
Dongwook Lee, Eunwoo Song, Che Hyun Lee et al.
GenPT: Beyond Self-Report for Reliable LLM Psychometrics via Generative Projective Testing
Ming Wang, Shuang Wu, Bixuan Wang et al.
Edit-Aware Reward Modeling for Chinese Grammatical Error Correction
Yilin Li, Xiaojun Wan
FedMental: Evaluating Federated Learning for Mental Health Detection from Social Media Data
Nuredin Ali Abdelkadir, Anjali Ratnam, Zeerak Talat et al.
Amadeus: Autoregressive Model with Bidirectional Attribute Modelling for Symbolic Music
Hongju Su, Ke Li, Lan Yang et al.
Thinking in Schemas: Robust Syllogistic Reasoning in LLMs
Federico Ranaldi, Leonardo Ranaldi, Fabio Massimo Zanzotto et al.
CNSL-bench: Benchmarking the Sign Language Understanding Capabilities of MLLMs on Chinese National Sign Language
Rui Zhao, Xuewen Zhong, Xiaoyun Zheng et al.
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