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Would increasing the resistances to something more significant like 1k, 2k, 4k ohm make any difference wrt noise?

Not really. You only need to space out the levels by a few ohms.

Microphone impedances start around 500 ohms, so if you go higher than that, you can't distinguish between a button and a working mic.