Reasoning Topology Matters: A Controlled Study of LLM-Based Cybersecurity Analysis

arXiv:2609.24710 · cs.CR, cs.AI · Submitted 2026-09-21 · Read on arXiv

cs.CR, cs.AI

Submitted: 2026-09-21

Updated: 2026-09-21

Comments: Accepted at AIAIS 2027

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

Terminology

Accuracy — 14× in this paper · explained in 1 episode
Large Language Model — 12× in this paper
RAG — 5× in this paper · explained in 3 episodes
Ablation — 3× in this paper · explained in 1 episode
Large Language Models (LLMs) — 3× in this paper · explained in 6 episodes
Abstraction — 2× in this paper · explained in 1 episode
Chain-of-Thought (CoT) — 2× in this paper · explained in 4 episodes
Consistency — 2× in this paper · explained in 3 episodes
Failure Modes — 2× in this paper · explained in 3 episodes
Self-consistency — 2× in this paper · explained in 2 episodes
Structured Reasoning — 2× in this paper · explained in 3 episodes
Aggregation — 1× in this paper · explained in 1 episode
Chain-of-Thought Prompting — 1× in this paper · explained in 2 episodes
Generative AI — 1× in this paper · explained in 2 episodes
Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
Robustness — 1× in this paper · explained in 5 episodes

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