Fluent: An AI Augmented Writing Tool for People who Stutter

TL;DR

Fluent is an AI-powered writing assistant designed to help people who stutter by identifying challenging words and suggesting easier alternatives, improving fluency and reducing stress during speech-related tasks.

Contribution

This work introduces a novel active learning approach that personalizes word difficulty detection and suggestions for people who stutter, enhancing fluency support tools.

Findings

Achieves over 80% accuracy in identifying difficult words

Continuously improves with user feedback

Effective in simulated real-world scenarios

Abstract

Stuttering is a speech disorder which impacts the personal and professional lives of millions of people worldwide. To save themselves from stigma and discrimination, people who stutter (PWS) may adopt different strategies to conceal their stuttering. One of the common strategies is word substitution where an individual avoids saying a word they might stutter on and use an alternative instead. This process itself can cause stress and add more burden. In this work, we present Fluent, an AI augmented writing tool which assists PWS in writing scripts which they can speak more fluently. Fluent embodies a novel active learning based method of identifying words an individual might struggle pronouncing. Such words are highlighted in the interface. On hovering over any such word, Fluent presents a set of alternative words which have similar meaning but are easier to speak. The user is free to accept or ignore these suggestions. Based on such user interaction (feedback), Fluent continuously evolves its classifier to better suit the personalized needs of each user. We evaluated our tool by measuring its ability to identify difficult words for 10 simulated users. We found that our tool can identify difficult words with a mean accuracy of over 80% in under 20 interactions and it keeps improving with more feedback. Our tool can be beneficial for certain important life situations like giving a talk, presentation, etc. The source code for this tool has been made publicly accessible at github.com/bhavyaghai/Fluent.