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I did a similar sentiment analysis experiment with GPT-2 and after testing, I found only a couple instances of it getting problems wrong, my code is here:

it seems to do better when you add tokens denoting where parts of the problem lay

I know this post is old but I'd thought I'd comment just for the sake of commenting