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Nice project! Are you aware of the following investigations: https://blog.mathieuacher.com/GPTsChessEloRatingLegalMoves/

Some have been able to achieve greater elo with a different prompt based on the pgn format.

gpt-3.5-turbo-instruct was able to reach an elo of ~1750.



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