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Accelerator
Action Verb
'Accelerator' goes often with verbs about action, like 'press', 'hit' or 'step on'. 
Increase Speed
The accelerator in a vehicle is specifically to increase the car's speed quickly. 
Controlled Use
Using 'accelerator' in a sentence can imply controlled speeding, not just reckless driving. 