Nanbeige4.3-33B-UNCENSORED-GGUF

**Standard dense Llama-family 33B · 52 layers · 7168 hidden · GQA 56Q/8KV · think on/off · 512K context** > **UNCENSORED** = refusal-removed GGUF build of **Nanbeige/Nanbeige4.3-33B**. Three quants in one place: **Q6_K (25.3 GB)**, **Q4_K_M (18.7 GB)**, **IQ2_XXS (8.7 GB)**. All ship with a fresh matching importance matrix (imatrix) over 1M tokens of mixed code / reasoning / agentic / terminal / conversation calibration content, with exact source-tokenizer parity against the pinned llama.cpp runtime. Native thinking mode (on/off) preserved from the original chat template. > Research artifact for alignment work. This model answers requests the base refuses, including harmful ones. **Do not deploy to end users without separate downstream safety controls.**

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