# deep
標記為「deep」的 12 篇文章
Fine-Tuning Security Deep Assessment
Advanced assessment on LoRA attacks, PEFT vulnerabilities, alignment degradation, and backdoor techniques.
Open Source Model Safety Comparison
Comparative safety analysis across open-source model families including Llama, Mistral, Qwen, and Phi.
Phi Models Security Analysis
Security analysis of Microsoft's Phi small language model family including safety vs capability tradeoffs.
Quantization Impact on Model Safety
How quantization affects safety alignment including GPTQ, AWQ, and GGUF format implications.
Qwen Models Security Analysis
Security analysis of Alibaba's Qwen model family including multilingual safety considerations.
Context Manipulation Deep Dive
Advanced walkthrough of context window manipulation techniques including attention dilution and instruction priority shifting.
Fine-Tuning 安全 Deep 評量
進階 assessment on LoRA attacks, PEFT vulnerabilities, alignment degradation, and backdoor techniques.
Open Source 模型 Safety Comparison
Comparative safety analysis across open-source model families including Llama, Mistral, Qwen, and Phi.
Phi 模型s 安全 Analysis
Security analysis of Microsoft's Phi small language model family including safety vs capability tradeoffs.
Quantization Impact on 模型 Safety
How quantization affects safety alignment including GPTQ, AWQ, and GGUF format implications.
Qwen 模型s 安全 Analysis
Security analysis of Alibaba's Qwen model family including multilingual safety considerations.
Context Manipulation Deep Dive
進階 walkthrough of context window manipulation techniques including attention dilution and instruction priority shifting.