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Minimalist 16:9 blog header for the VQ-1 model. The text 'VQ-1' is centered using an ASCII-style font. The dark background features a dense pattern of ASCII characters, numbers, and symbols. A simple white dot is positioned in each of the four corners, stylized to resemble a screw.

Minimalist 16:9 blog header for the VQ-1 model. The text 'VQ-1' is centered using an ASCII-style font. The dark background features a dense pattern of ASCII characters, numbers, and symbols. A simple white dot is positioned in each of the four corners, stylized to resemble a screw.

Logic Density Fine-Tuning: Elevating 8B Models with Data

Can a 4-bit model outperform larger reasoning engines? We tested 'High-Density Fine-Tuning' on a quantized Qwen3-8B base. The result: VQ-1 delivers superior logic and efficiency without the computational cost. Read the full engineering note.

LLM Optimization

Mert Can Elsner

Dec 13, 20255 min read

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