The whole sentence is
We show that this approximation, when coupled with an active learning strategy, is fast but accurate.
is there a not missing before accurate? Or is the meaning fast and accurate?
English Language & Usage Stack Exchange is a question and answer site for linguists, etymologists, and serious English language enthusiasts. It only takes a minute to sign up.
Sign up to join this communityThe whole sentence is
We show that this approximation, when coupled with an active learning strategy, is fast but accurate.
is there a not missing before accurate? Or is the meaning fast and accurate?
Sometimes, doing things faster implies that something is being sacrificed, for example accuracy. The sentence you posted says that the approximation is fast, but it does not suffer from reduced accuracy.
Fast and accurate would mean essentially the same thing, but the way it was phrased emphasizes that accuracy is not compromised, contrary to what might be expected.
Normally there is a trade-off when doing something fast, which involves cutting corners and thus reducing accuracy. In this sentence, the claim is made that despite being fast, it is still accurate.
The use of approximation already implies a lack of accuracy, so with but this implication is acknowledged. The difference to fast and accurate is that it presumes the trade-off, and emphasise that it is not a mistake (ie there is no missing not).
But has the same literal meaning as and. It has also a presupposition of surprise -- the speaker acknowledges a reasonable expectation of a possible different result.
So, while saying fast and accurate just means 'fast and accurate',
saying fast but accurate means 'fast and -- surprisingly -- accurate'.