PiMRef: Deducing Ever-evolving Spear-phishing Emails with Knowledge Base Invariants
Ruofan Liu, Yun Lin, Yu-Xin Wang et al.
· 0 citations
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Preprint
Aug 2026
LMSM: LLM Security Framework Inspired by Linux Security Modules
This work presents Language Model Security Modules (LMSM), a security framework that adapts the separation behind Linux Security Modules (LSM) to LLM serving and gives advances in interpretability and model-internal analysis a common path to runtime enforcement.
XiuYu Zhang, Bo-Nan Ruan, Junfeng Fang et al.
· 0 citations
#natural language process...
Jun 2026
Self-Evaluation Is Already There: Eliciting Latent Judge Calibration in Base LLMs with Minimal Data
Self-Evaluation Elicitation (SEE) is introduced, a method that surfaces a latent ability to predict how a judge will score its own output through a short cycle comprising a calibration-coupled reinforcement learning phase that improves the answer and predicts the judge, followed by a masked distillation phase that sharpens the prediction while leaving the answer untouched.
XiuYu Zhang, Yingyu Shan, Junfeng Fang et al.
· arXiv.org · 2 citations