Author

Liang Shen

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Preprint Jul 2026

A Cybersecurity MLPS Large Language Model with Multi-Path Retrieval Fusion

A large language model framework for MLPS that integrates multiple retrieval strategies that combines hierarchical retrieval, tree-based retrieval, and tokenization-based matching retrieval is proposed that helps maintain retrieval coverage while reducing the interference of irrelevant context in the reasoning process.

Qian Li, Zhenyan Qi, Liang Shen et al. · 0 citations