NVFP4



Keep the original full-precision model frozen as a teacher, then train the quantized NVFP4 model as a student to match the teacher’s output distributions using KL-divergence, rather than retraining the entire model with task losses.

Distillation from the teacher model is the key point.



by Uki D. Lucas on Saturday, January 31, 2026
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apt quotation..

“A man should be able to change a diaper, plan an invasion, butcher a hog, conn a ship, design a building, write a sonnet, balance accounts, build a wall, set a bone, comfort the dying, take orders, give orders, cooperate, act alone, solve equations, analyze a new problem, pitch manure, program a computer, cook a tasty meal, fight efficiently, die gallantly. Specialization is for insects.”  by Robert A. Heinlein (author, aeronautical engineer, and naval officer)