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#small language model Review Open access Oct 2026

Empowering Lightweight Language Models for Security Code Review via Context-Aware Distillation

Security code review, which specifically examines software from a security perspective, is indispensable for preempting vulnerabilities and bolstering software reliability. However, existing automated approaches face a dilemma. They either rely on large language models with prohibitive deployment costs, or employ light...

Zi-Xiao Zhao, Yan-Jie Jiang, Hui Liu et al. · 0 citations
#artificial intelligence Preprint Sep 2026

FeatLens: Feature-Guided Dynamic Code Graph Construction and Retrieval for Repository-Level Code Generation

Recent code generation research has moved from isolated function completion toward repository-level generation in existing codebases. To implement a target function correctly, an LLM must identify reusable repository dependencies such as existing functions, APIs, and cross-file definitions. Existing retrieval methods p...

Xu-Tian Li, Bo Xiong, Yi-Feng Zhu et al. · 0 citations

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