Complex sentence: Now alone with Bill's avatar, the Twelfth Doctor adamantly contends she is not really Bill, but she argues that memories are what define a person.
Split into simpler sentences: Now alone with Bill's avatar, the Doctor adamantly contends she is not the genuine Bill. The avatar explains that memories are what define a person.