#on-device benchmarking

Tagged on-device benchmarking · show all articles

A brushed-steel electromechanical digit counter on a lab bench with its rightmost wheel caught mid-flip between two digits, blurred, while several different real devices sit wired to their own counters in the background

How Do We Know a Compressed Model Still Works?

A quantized or pruned model reported to lose less than a point of accuracy has been shown to average well across a benchmark. Whether it kept the one capability a deployment actually needs is a separate question the average is built to hide.

By Brecht Corbeel · August 12, 2026 · 15 min read

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