Publications internationales
Communications internationales
Résumé: Speech disfluencies, such as repetitions and pro- longations common in stuttering, hinder effective interaction with voice technologies due to limitations in Automatic Speech Recognition (ASR) and Text-to-Speech (TTS) systems. This paper presents an end-to-end pipeline to transform disfluent speech into fluent, natural-sounding audio while preserving speaker identity and affective qualities. The system integrates a fine- tuned Whisper ASR model, achieving a 33% Word Error Rate (WER) reduction (from 18.5% to 12.3%), a hybrid disfluency detection framework with 89.5% accuracy, a T5-based text reconstruction module with high semantic fidelity (BLEU: 0.78, ROUGE-L: 0.82), and a zero-shot TTS stage (Bark/YourTTS) yielding fluent speech with strong speaker similarity (cosine similarity: 0.86) and naturalness (Mean Opinion Score: 4.1). Evaluated on datasets like SEP-28k and UCLASS, the system achieves real-time performance (latency < 500 ms), enhancing accessibility for voice assistants and communication aids.
Résumé: This article delves into the integration of smart queue management applications with state-of-the-art technology, navigating the transition from traditional monolithic architectures to agile microservices. Powered by Supabase, Next.js, Drizzle ORM, Traefik, and Docker, the application achieves unprecedented scalability and security, revolutionizing user experience and operational efficiency through server-side rendering. Through meticulous integration, the article offers tangible insights into how these tools transform the queue management landscape, enhancing adaptability and performance in handling data, traffic, and deployment. It highlights the paradigm shift in application development, emphasizing the transformative potential of modern technologies. By strategically harnessing Supabase, Next.js, Drizzle ORM, Traefik, and Docker, the application stays at the forefront of innovation while navigating the complexities of modern queue management. This exploration offers practical insights and strategies for developers and businesses seeking to enhance their applications' scalability, security, and performance using cutting-edge technologies.