On-Device & Local InferenceUygar Kurt
Uygar Kurt publishes a unified evaluation of llama.cpp quantization
Published a paper evaluating llama.cpp quantization in a unified way — compares 3- to 8-bit K-quants and legacy formats across benchmarks, perplexity, throughput, file size and even quantization time
Why it matters
The first unified reference to move the choice of quantization from gut feel to measurement
Source — Primary sources first; secondary reports are labelled “Press”
Paperarxiv.orghttps://arxiv.org/abs/2601.14277Added in Week 35, 2026 · See that week