5 papers
Beyond Layer Importance in Layer-wise Sparsity: An Inter-Layer Perturbation-Absorption Perspective
Tao Jing, Ningxin Wu, Chen Kang +3
The considerable layer-wise redundancy in large language models (LLMs) has established non-uniform sparsity allocation across layers as the standard pruning approach for efficient…
Do Gender Cues Affect LLM Value Trade-offs? Evidence from a Controlled Decision Benchmark
Yangyang Liu, Dong Yu, Pengyuan Liu
Large language models are increasingly used in value-sensitive decision settings, where irrelevant demographic cues should not alter judgments. We construct the Realistic Value Dec…
THRD: A Training-Free Multi-Turn Defense Framework for Jailbreak Attacks on Large Language Models
Zhiqing Ma, Zhonghao Xu, Dong Yu +3
Multi-turn jailbreak attacks pose a growing threat to LLMs by exploiting conversational dynamics such as gradual escalation and cross-turn coordination. Existing defenses either re…
SPAGBias: Uncovering and Tracing Structured Spatial Gender Bias in Large Language Models
Binxian Su, Haoye Lou, Shucheng Zhu +4
Large language models (LLMs) are being increasingly used in urban planning, but since gendered space theory highlights how gender hierarchies are embedded in spatial organization,…
Simulating Human Behavior with the Psychological-mechanism Agent: Integrating Feeling, Thought, and Action
Qing Dong, Pengyuan Liu, Dong Yu +1
Generative agents have made significant progress in simulating human behavior, but existing frameworks often simplify emotional modeling and focus primarily on specific tasks, limi…