Quantization hurts knowledge nonlinearly - Qwen3.6 27B case study

Quantization error in the Qwen 2.5 27B model scales nonlinearly, causing disproportionate knowledge degradation as bit-depth decreases. Testing shows that while performance remains stable at higher precisions, specific factual retrieval tasks fail abruptly once quantization passes a certain threshold, rather than declining at a constant rate.