ResearchBenchmarksQuantization Calibration on Llama 8B 3Follow25Calibration Time (mins)GPTQ23.0436.2749.562.73Jan 29, 2026Evaluation ResultsMethodMethodLinksCalibration Time (mins)Peak VRAM (GB)GPTQCategory=Baselines, Ha...Category=Baselines, Hardware=NVIDIA A800 (80GB)2026.0125—HeRo-QCategory=Ours, Hardwar...Category=Ours, Hardware=NVIDIA A800 (80GB)2026.0138—OmniQuantCategory=Baselines, Ha...Category=Baselines, Hardware=NVIDIA A800 (80GB)2026.0174—