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I have created machine learning based software to detect the point of view character for exactly your use case.
For the more difficult case where the chapters are not annotated.

You can use it as a webapp, it is free and easy I think. novelperspective.ucc.asn.au
It is open source: github.com/oxinabox/NovelPerspective
See how to use it with the YouTube Demo

Also wrote a paper about it, which has measures of how well it works.

NovelPerspective: Identifying Point of View Characters, 2018; Lyndon White, Roberto Togneri, Wei Liu, and Mohammed Bennamoun. 56th Annual Meeting of the Association for Computational Linguistics (ACL), System Demonstrations


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