ReCon: A Resource-Constrained Benchmark for LLM-Based Cybersecurity Compliance Across Ingestion and Retrieval Pipelines

arXiv:2607.22885 · cs.CR · Submitted 2026-07-24 · Read on arXiv

Rohit Negi, Rishik Jain, Soumyo V Chakarborty, Amit Negi, Sandeep K Shukla

cs.CR

Submitted: 2026-07-24

Comments: 22 pages, 5 figures

Code: https://github.com/openai/tiktoken

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

Terminology

• Accuracy — 14× in this paper · explained in 1 episode
• Benchmark — 11× in this paper · explained in 2 episodes
• Agentic AI — 7× in this paper · explained in 1 episode
• Core — 7× in this paper · explained in 2 episodes
• Balanced Accuracy — 6× in this paper
• Transformer — 4× in this paper · explained in 2 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• Generative AI — 2× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• RAG — 2× in this paper · explained in 3 episodes
• Retrieval-Augmented Generation — 2× in this paper
• Alignment — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Chain-of-Thought Prompting — 1× in this paper · explained in 2 episodes
• Contextual Understanding — 1× in this paper · explained in 2 episodes
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Few-Shot Learning — 1× in this paper · explained in 4 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Insurance Regulatory and Development Authority of India — 1× in this paper
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Matthews Correlation Coefficient — 1× in this paper
• RAG (Retrieval-Augmented Generation) — 1× in this paper · explained in 2 episodes
• Redundancy — 1× in this paper · explained in 2 episodes
• Resource Constraints — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes

Sources

• PolicyGPT: Automated Analysis of Privacy Policies with Large Language Models

Related papers

• SoK: AI-Augmented Binary Reversing
• Relaxed Sender Anonymity for CBDC Interbank Settlement: A Zero-Knowledge Approach on Permissioned EVM
• Calibration-Family Overfit: Why Trusted Sabotage Monitors Don't Transfer Across Lineages
• Efficient Fuzzy PSI under One-Sided Assumptions
• Sealing the Audit-Runtime Gap for LLM Skills
• Token Composition: A Graph Based on EVM Logs