If you want to boost engagement, sounds like you should reply to your replies.
If you want to help a Tweet out a lot, then it looks like these extended engagements have a big impact - you’ll want to click into and then like, not merely like, if you don’t want to reply. Ideally, you should reply, even if you don’t have that much to say.