We built research - Document 06 ? Quantization Techniques so you never have to trust anyone.

We built research - Document 06 ? Quantization Techniques so you never have to trust anyone.

research - Document 06 ? Quantization Techniques

The Problem

This document provides a comprehensive analysis of quantization techniques employed in the Inte11ect platform, with particular emphasis on the Q4_K_M quantization scheme and GGUF format integration. We evaluate the perplexity trade-offs, memory footprint reductions, and inference speedups across five quantization levels (FP16, INT8, INT4, NF4, Q4_K_M) applied to the Qwen2-VL-2B model.

What We Built