Optimization techniques for artificial intelligence

Methods, apparatuses and computer readable medium are presented for generating a natural language model. A method for generating a natural language model comprises: selecting from a pool of documents, a first set of documents to be annotated; receiving annotations of the first set of documents elici...

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Bibliographische Detailangaben
Hauptverfasser: Erle, Schuyler D, Brenier, Jason, Saxena, Tripti, Tepper, Paul A, Basavaraj, Veena, Schnoebelen, Tyler J, King, Gary C, Krawczyk, Stefan, Munro, Robert J, Long, Jessica D, Callahan, Brendan D
Format: Patent
Sprache:eng
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Beschreibung
Zusammenfassung:Methods, apparatuses and computer readable medium are presented for generating a natural language model. A method for generating a natural language model comprises: selecting from a pool of documents, a first set of documents to be annotated; receiving annotations of the first set of documents elicited by first human readable prompts; training a natural language model using the annotated first set of documents; determining documents in the pool having uncertain natural language processing results according to the trained natural language model and/or the received annotations; selecting from the pool of documents, a second set of documents to be annotated comprising documents having uncertain natural language processing results; receiving annotations of the second set of documents elicited by second human readable prompts; and retraining a natural language model using the annotated second set of documents.