Author

Ze-Yu Yan

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#artificial intelligence Preprint Sep 2026

GUARD: Natural Forgetting in Large Reasoning Models via Guided Answer-Reasoning Distillation

Recent advances in large reasoning models (LRMs) have made machine unlearning more challenging, as protected facts or unsafe rationales may surface in intermediate chain-of-thought (CoT) traces before the final answer is produced. Existing unlearning objectives typically suppress the target content or redirect internal...

Ze-Yu Yan, Guang-Hao Zhou, Ming-Hui Qiu et al. · 0 citations

Review Aug 2026

High-yield microbial synthesis of ectoine: advances in metabolic engineering, fermentation strategies, and food application prospects.

Ectoine, a cyclic amino acid derivative synthesized via the aspartate pathway, has emerged as a promising bioactive compound in the functional food industry owing to its exceptional protective effects on cellular structures and macromolecules. Despite its natural synthesis by halophilic microorganisms such as Halomonas...

En-Tong Zhu, Zi-Xuan Tao, Yue-Tong Fu et al. · Food Research International · 0 citations