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

arXiv:2607.24116 · cs.CR · Submitted 2026-07-27 · Read on arXiv

Qian Li, Zhenyan Qi, Liang Shen, Yuan Zhang, Yifan Wan, Junyuan Ma, Yining Hu

cs.CR

Submitted: 2026-07-27

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

RAG — 20× in this paper · explained in 3 episodes
Accuracy — 15× in this paper · explained in 1 episode
Tokenization — 9× in this paper · explained in 2 episodes
Consistency — 8× in this paper · explained in 3 episodes
Retrieval-Augmented Generation — 7× in this paper
Core — 5× in this paper · explained in 2 episodes
Multi-Level Protection Scheme — 5× in this paper
Retrieval-Augmented Generation (RAG) — 4× in this paper · explained in 16 episodes
Abstraction — 2× in this paper · explained in 1 episode
Alignment — 2× in this paper · explained in 1 episode
Generalization — 2× in this paper · explained in 13 episodes
Hierarchical Classification — 2× in this paper · explained in 2 episodes
Knowledge Graph — 2× in this paper · explained in 7 episodes
Semantic Understanding — 2× in this paper · explained in 2 episodes
Adaptation — 1× in this paper · explained in 1 episode
Aggregation — 1× in this paper · explained in 1 episode
Benchmark — 1× in this paper · explained in 2 episodes
Domain Adaptation — 1× in this paper · explained in 5 episodes
Hallucination — 1× in this paper · explained in 3 episodes
Knowledge graphs — 1× in this paper · explained in 2 episodes
LLM judge — 1× in this paper · explained in 2 episodes
LLM-as-a-Judge — 1× in this paper · explained in 3 episodes
Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
Metacognition — 1× in this paper · explained in 5 episodes
Semantic Alignment — 1× in this paper · explained in 3 episodes
Structured Reasoning — 1× in this paper · explained in 3 episodes

Sources

Pangu Embedded: An Efficient Dual-system LLM Reasoner with Metacognition

Terminology

Sources

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