Hybrid machine learning classifiers for user response statements
AssigneeRoku, Inc.
InventorJesús Mancilla
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AssigneeRoku, Inc.
InventorJesús Mancilla
Estimating the term…
Disclosed herein are system, apparatus, article of manufacture, method and/or computer program product embodiments, and/or combinations and sub-combinations thereof, for classifying a user response statement using hybrid Machine Learning classifiers. A first data set can be generated based on a question statement and the user response statement A set of target words can be provided to a supervised machine learning classifier, and the supervised machine learning classifier can generate a set of labels selected from the set of target words for the user response statement. A target word of the set of target words can be determined by a language model for a cluster of prior user response statements generated by an unsupervised machine learning clustering classifier based on a second data set generated for a plurality of prior user response statements provided by a group of users to a set of prior question statements.
A computer-implemented method for classing a user response statement, comprising:
A system, comprising:
A non-transitory computer-readable medium having instructions stored thereon that, when executed by at least a computing device, cause the computing device to perform operations comprising:
Dependencies are inferred from the claim text.