Without some definative data beyond one symptom, we can only guess. Here's a punch list of things that can help indentify the culprit.
1- tune up history.
2- compression test (yes, I'm dreaming)
3- spark plug deposit color description/ correct gaps, correct number selection.
4- Spark plug cap condition/electrical value.
5- Ignition lead condition.
6- fuel tank condition (rust scale?)
7- Fuel tank vent clear?
8- fuel filter condition
9- fuel line condition kinks/cracks/ internal deterioration
10- Fuel contaminants in the carbs bowls?
We can help, but we need details and you're the closest one to the bike.
Another guess is that there is fuel restriction limiting fuel to carbs. As the bike uses more at higher RPM, the carb bowls empty and the engine starves for fuel.
Cheers,