Hi, A. I like this one most. B.
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CliveHi,
A. I like this one most.
B. I like this one the most.
I'd say B is grammatically correct. However, in speaking it's not uncommon to omit 'the' and use A. I wouldn't say that in speech, that's wrong.
Other people here may offer you a different opinion.
Best wishe