Author

Leonard Twagirayezu

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#machine learning Preprint Sep 2026

The Effect of Quantization on Clinical Benchmarks: Accuracy and Safety Across Model Families

Quantization enables deployment of large language models on resource-constrained clinical edge devices, but its effect on clinical accuracy and safety remains understudied. We evaluate five 7-8B parameter models at FP16, GPTQ-INT8, and GPTQ-INT4 precision across five benchmarks: MedQA, MedMCQA, Med-HALT, a risk-stratif...

Leonard Twagirayezu, Prasenjit Mitra · 0 citations