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Given some natural language sentences like "I would like to talk to Mr. Smith" I would like to extract entities like the person "Smith".

I know that frameworks exist which are capable of doing so (f. e. RASA or spaCy) but I would like to dive deeper and understand the theory behind all this.

At university i learned a few of the basic models like CRF's or SVM's used for this task, but I wonder if there are any good resources (preferably (analog) books) about this topic.

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