Papers
Detecting What Queries Seek: Steering LLM Safety with FFN Output Activation Monitoring
Xiaohao Luo, Ying Wei, Rui Zhao
EGSS: Entropy-guided Stepwise Scaling for Reliable Software Engineering
Chenhui Mao, Yuanting Lei, Zhixiang Wei et al.
CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts
Jiuheng Lin, Cong Jiang, Zirui Wu et al.
Whose Facts Win? LLM Source Preferences under Knowledge Conflicts
Jakob Schuster, Vagrant Gautam, Katja Markert
Zero-shot Jianzi Recognition as Structured Visual Information Extraction in Open Compositional Symbolic Systems
Zehan Li, Fu Zhang, Zhijun Liu et al.
Mitigating Structural Knowledge Collapse in Domain-Specific LLMs via Morpheme-Aware KV-Aggregation
Yuxuan Si, Zheqi Lv, Chengxi Zang et al.
SILO-BENCH: A Scalable Environment for Evaluating Distributed Coordination in Multi-Agent LLM Systems
Yuzhe Zhang, Feiran Liu, Yi Shan et al.
LLMs as Knowledge Graph Refiners: Mitigating Factual Inconsistencies in Generative Knowledge Extraction
Donghyun Kim, Hyeongjun Yang, Seokju Hwang et al.
Think before Go: Hierarchical Reasoning for Image-goal Navigation
Pengna Li, Kangyi Wu, Shaoqing Xu et al.
Interleaved Latent Visual Reasoning with Selective Perceptual Modeling
Shuai Dong, Siyuan Wang, Xingyu Liu et al.
Persona-E²: A Human-Grounded Dataset for Personality-Shaped Emotional Responses to Textual Events
Yuqin Yang, Haowu Zhou, Haoran Tu et al.
MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation
Dawei Wang, Di Zhao, Xinyuan Liu et al.
TLoRA: Task-aware Low Rank Adaptation of Large Language Models
Weicheng Lin, Yi Zhang, Jiawei Dang et al.
Beyond Itinerary Planning—A Real-World Benchmark for Multi-Turn and Tool-Using Travel Tasks
Xiang Cheng, Yulan Hu, Xiangwen Zhang et al.
LLMs in Sarcasm Detection? It’s elementary! (Or is it?)
Priyanshu Mahato, Aniket Santosh Mishra, Kripabandhu Ghosh
Incorporating Temporal Coherence to Cross-Document Event Coreference Resolution
Xinyu Chen, Peifeng Li, Qiaoming Zhu
Location Not Found: Exposing Implicit Local and Global Biases in Multilingual LLMs
Guy Mor-Lan, Omer Goldman, Matan Eyal et al.
QiMeng-PRepair: Precise Code Repair via Edit-Aware Reward Optimization
Changxin Ke, Rui Zhang, Jiaming Guo et al.
LaCo: Layer-wise Compensation for Pruned Large Language Models
Yingen Liu, Fan Wu, Panxuyan et al.
On the (In-)Security of the Shuffling Defense in the Transformer Secure Inference
Zhengyi Li, Yakai Wang, Jingwen Leng et al.
Systematicity between Forms and Meanings across Languages Supports Efficient Communication
Doreen Osmelak, Yang Xu, Michael Hahn et al.
Why Are We Moral? An LLM-based Agent Simulation Approach to the Study of Moral Evolution
Zhou Ziheng, Huacong Tang, Mingjie Bi et al.
Exploring and Distilling Multi-Dimensional Clues for Interpretable Social Bot Detection
Yi Han, Haiqi Lu, Lizi Liao et al.
What If Consensus Lies? Selective-Complementary Reinforcement Learning at Test Time
Dong Yan, Jian Liang, Yanbo Wang et al.
Beyond Static Persona Consistency: Dynamic Persona Coherence in LLM Role-Playing
Yirui QI, Xiaoming Zhang, Ruilin Zeng et al.