Author

Qing Guo

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#artificial intelligence Mar 2026

When Perplexity Lies: Generation-Focused Distillation of Hybrid Sequence Models

GenDistill, a multi-stage pipeline for distilling a pretrained Transformer into an efficient Hybrid Kimi Delta Attention (Hybrid-KDA) student, finds that log-likelihood-based evaluation consistently underestimates the gap between teacher and student, and can reverse the ranking of design choices, so conclusions drawn f...

Juan Gabriel Kostelec, Xiang Wang, Axel Laborieux et al. · arXiv.org · 1 citation

Preprint Aug 2026

ICO: Enhancing Semantic-Shift Jailbreaks via Iterative Context Optimization

It is revealed that contexts with stronger semantic-shift capabilities are more likely to guide models toward recovering harmful meanings and achieving successful jailbreaks, and a black-box context-aware semantic-shift jailbreak framework with Iterative Context Optimization is proposed.

Hujian Zhu, Yi-Hao Huang, Felix Juefei-Xu et al. · 0 citations