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This repository hosts importance-matrix (imatrix) optimized GGUF weights, available in multiple quantization formats, and the associated vision projection matrix for **Qwen3.5-4B-heretic**, quantized from the source floating-point tensors provided by coder3101/Qwen3.5-4B-heretic. **🔄 Sister Repository:** Check out the Standard GGUF Sister Repository for uncalibrated and full 8-bit precision options. An **Importance Matrix (imatrix)** calculation tracks activations across network layers using a calibration sequence, then weights the quantization process to preserve the parameters that matter most for output quality — improving fidelity at low bit depths.

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