| CPC G10L 15/187 (2013.01) [G06F 40/166 (2020.01); G10L 15/02 (2013.01); G10L 15/063 (2013.01); G10L 15/22 (2013.01); G10L 2015/025 (2013.01)] | 20 Claims |

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1. A method, comprising:
obtaining, from an automated speech recognition (ASR) tool, an ASR transcript of at least a portion of a media content;
receiving, from a user, a suggested word for a corrected word of the ASR transcript of the media content;
obtaining features using at least the suggested word or the corrected word, wherein the features include features relating to sound similarities between the suggested word and the corrected word and a count of how many times the suggested word was received as a correction for the corrected word from different users;
inputting the features into a machine learning (ML) model to obtain a determination regarding a validity of the suggested word;
responsive to the suggested word constituting a valid suggestion, incorporating the suggested word into the ASR transcript; and
transmitting at least a portion of the ASR transcript to a user device in conjunction with at least a portion of the media content.
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