Those are called tooltips and they are a feature of the OS available to individual app developers to include in their apps and as such they can provide a preference option to disable it..but short of that, there isn't as far as I know a global way of silencing this feature..
If it's annoying you that much, you'd probably want to learn to avoid hovering over anything for the number of seconds it takes for these tooltips to show up..
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