haiderkamal23/allaM-offsec-arabic-chat-v2

--- license: apache-2.0 task_categories: - question-answering - text-generation language: - ar - en tags: - security - offensive-security - penetration-testing - cybersecurity - arabic size_categories: - 10K<n<100K --- # Arabic Offensive Security Chat Dataset v2 **High-quality category-aware bilingual Arabic/English dataset for offensive security assistants.** ## What's New in v2 - ✅ **Category-aware responses:** Different response structures for web vulns, DeFi, reconnaissance tools, social engineering, etc. - ✅ **No generic templates:** Each category has specialized analysis framework - ✅ **No verbatim copying:** Responses analyze and transform the input, not repeat it - ✅ **Semantic accuracy:** Tools (nmap, recon-ng) described as tools, not vulnerabilities - ✅ **Real attack chain reasoning:** Detailed multi-stage attack scenarios ## Dataset Details - **Training examples:** 18,412 - **Validation examples:** 2,000 - **Total:** 20,412 - **Languages:** Arabic (analysis) + English (technical terms) - **Format:** ChatML (`messages` field) - **Source:** Filtered WNT3D/Ultimate-Offensive-Red-Team ## Categories Covered - **general:** 8086 examples - **web_vuln:** 3753 examples - **defi_crypto:** 2042 examples - **recon_tools:** 1890 examples - **malware_ransomware:** 1814 examples - **api_protocol:** 994 examples - **infra_network:** 885 examples - **cloud_container:** 858 examples - **social_engineering:** 90 examples ## Response Structures ### Web Vulnerabilities - Vulnerability type identification - Technical analysis - Multi-stage attack chain - OWASP/CWE/MITRE mapping - Specific mitigations (not generic) - Detection techniques ### DeFi/Smart Contracts - Blockchain-specific attack vectors - Reentrancy, flash loans, oracle manipulation - On-chain impact analysis - Solidity-specific mitigations - Audit tools and formal verification ### Reconnaissance Tools - Tool descriptions (not vulnerabilities!) - Role in attack chain - Detection from defender perspective - Network monitoring strategies ### Social Engineering - Attack psychology and techniques - Delivery mechanisms - User awareness as primary defense - Email/communication security ### Malware/Ransomware - Full kill chain (10+ stages) - Lateral movement tactics - Double extortion analysis - Backup and recovery strategies ## Usage ```python from datasets import load_dataset dataset = load_dataset("haiderkamal23/allaM-offsec-arabic-chat-v2") ``` ## License Apache 2.0 - For authorized security research and testing only. ## Training Designed for QLoRA fine-tuning of: - `humain-ai/ALLaM-7B-Instruct-preview` - Or similar Arabic LLMs Target model: `haiderkamal23/ALLaM-7B-OffSec-Arabic-v2`