If it's actually enabled, yes it should be faster.
If you're testing on chrome on an XP or vista computer, the chrome team decided to disable all hardware acceleration on those os's recently.
You also might have a blacklisted card/driver.
If either of those cases are true, you're getting software rendering instead, which is seriously slow.
You can try going to chrome://flags and turn ignore-gpu-blacklist to enabled.