Phonic forge: a platform for real-time stuttering detection and personalized therapy

Stuttering, a speech disorder, disturbs fluent communication and impacts the social and professional interactions of affected individuals. Traditional stuttering therapy lacks real-time adaptability as it relies on manual observation by speech and language pathologists. Phonic Forge is an AI-based platform designed for real-time stuttering detection and personalized therapy. It integrates deep learning models, including CNNs and LSTMs, for accurate speech disfluency classification and leverages large language models (LLMs) for interactive therapy. The platform is designed to make speech therapy more accessible and catered to individual needs. To resolve data safety concerns and privacy, it integrates blockchain blockchain-based decentralized storage.

Authors

Publication Details

Journal
IET conference proceedings.
Published
2026-02-01
DOI
https://doi.org/10.1049/icp.2025.4705
Primary Topic
Stuttering Research and Treatment
Type
article
Field-Weighted Citation Impact
0.00
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Phonic forge: a platform for real-time stuttering detection and personalized therapy

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Phonic forge: a platform for real-time stuttering detection and personalized therapy

Vikas Rai, Prajyoti Dsilva, Atmik Shetty, Anish Shetty, Ritu Pawaskar
article en

Abstract

Stuttering, a speech disorder, disturbs fluent communication and impacts the social and professional interactions of affected individuals. Traditional stuttering therapy lacks real-time adaptability as it relies on manual observation by speech and language pathologists. Phonic Forge is an AI-based platform designed for real-time stuttering detection and personalized therapy. It integrates deep learning models, including CNNs and LSTMs, for accurate speech disfluency classification and leverages large language models (LLMs) for interactive therapy. The platform is designed to make speech therapy more accessible and catered to individual needs. To resolve data safety concerns and privacy, it integrates blockchain blockchain-based decentralized storage.

IET conference proceedings.Vol. 2025(43)
Quality Education
Openalex Percentile: Top 69%
Stuttering Research and Treatment
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