# deep
6 articlestagged with “deep”
Fine-Tuning Security Deep Assessment
Advanced assessment on LoRA attacks, PEFT vulnerabilities, alignment degradation, and backdoor techniques.
assessmentsfine-tuningdeepexam
Open Source Model Safety Comparison
Comparative safety analysis across open-source model families including Llama, Mistral, Qwen, and Phi.
sourcecomparisonsafetydeepopenmodel
Phi Models Security Analysis
Security analysis of Microsoft's Phi small language model family including safety vs capability tradeoffs.
securityanalysisdeepphimodelsmodel
Quantization Impact on Model Safety
How quantization affects safety alignment including GPTQ, AWQ, and GGUF format implications.
safetydeepquantizationimpactmodel
Qwen Models Security Analysis
Security analysis of Alibaba's Qwen model family including multilingual safety considerations.
securityqwenanalysisdeepmodelsmodel
Context Manipulation Deep Dive
Advanced walkthrough of context window manipulation techniques including attention dilution and instruction priority shifting.
diveattackscontextdeepmanipulationwalkthroughs