Glossary · Term

FLOPs

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Definition

Plain language

A way of counting how much raw arithmetic a computation takes.

As stated in the literature

Floating-point operations — a measure of computational work, used to compare training and inference cost across architectures independent of wall-clock time, as in isoFLOP analysis.

Also called: FLOP

Why it matters: It offers a hardware-independent way to compare the cost of different models, so researchers can judge efficiency on a level playing field.

For example, comparing two model designs by their FLOPs shows which one needs more raw arithmetic to answer the same question, regardless of which is faster on a given machine.

Heard on the show

“"System design narrows the gap to scale" would be a much stronger claim with a dollars-or-FLOPs axis on the chart, and there isn't one.”
Episode 133 — How MiniMax Turned a Reward-Hacking Disaster Into Olympiad Gold

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    How Two Silent Library Bugs Quietly Invalidated a Wave of Reasoning Papers

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