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Fluent: An AI Augmented Writing Software for Individuals who Stutter – NewsEverything Know-how

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Stuttering is a dysfunction that negatively impacts private {and professional} life. One of many elements which can impression the probability of stuttering is phonological patterns. Some phrases are extra susceptible to trigger stuttering than others, and individuals who stutter (PWS) can determine which phrases they may battle with after which consider a approach to handle.

Latest developments in AI, comparable to phonetic embeddings, can assist to simplify these processes.

Writing. Image credit: StockSnap via Pixabay, CC0 Public Domain

Writing. Picture credit score: StockSnap by way of Pixabay, CC0 Public Area

Due to this fact, a latest paper presents a novel machine-in-the-loop writing instrument for helping PWS with writing scripts, which reduce the variety of stuttering occasions. The researchers suggest a novel technique to determine phrases a person would possibly battle to pronounce.

For every of such phrases, the instrument supplies a set of alternate options which have comparable that means however is perhaps simpler to pronounce. The consumer suggestions helps to supply better-personalized assist over time.

Stuttering is a speech dysfunction which impacts the private {and professional} lives of thousands and thousands of individuals worldwide. To save lots of themselves from stigma and discrimination, individuals who stutter (PWS) could undertake completely different methods to hide their stuttering. One of many frequent methods is phrase substitution the place a person avoids saying a phrase they may stutter on and use an alternate as a substitute. This course of itself may cause stress and add extra burden. On this work, we current Fluent, an AI augmented writing instrument which assists PWS in writing scripts which they will communicate extra fluently. Fluent embodies a novel lively studying based mostly technique of figuring out phrases a person would possibly battle saying. Such phrases are highlighted within the interface. On hovering over any such phrase, Fluent presents a set of other phrases which have comparable that means however are simpler to talk. The consumer is free to just accept or ignore these ideas. Based mostly on such consumer interplay (suggestions), Fluent repeatedly evolves its classifier to raised swimsuit the personalised wants of every consumer. We evaluated our instrument by measuring its skill to determine tough phrases for 10 simulated customers. We discovered that our instrument can determine tough phrases with a imply accuracy of over 80% in beneath 20 interactions and it retains bettering with extra suggestions. Our instrument could be helpful for sure necessary life conditions like giving a chat, presentation, and many others. The supply code for this instrument has been made publicly accessible at this http URL.

Analysis paper: Ghai, B. and Mueller, Okay., “Fluent: An AI Augmented Writing Software for Individuals who Stutter”, 2021. Hyperlink: https://arxiv.org/abs/2108.09918

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