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Care for Context: Evaluating Speech-to-Text and Translation Services for 24h Live-In Care Communication
Anda-Ramona Tănasie1, Philipp Rameder1, Cornelia Schneider1
1University of Applied Sciences Wiener Neustadt, Wiener Neustadt, Austria.
Background:
The 24h live-in care sector relies on Eastern European workers and multilingual communication.
Objectives:
The aim was to select the best AI-based language services for a 24h care communication app under real deployment constraints.
Methods:
A scenario-based quality comparison for transcription, translation, and their cascaded pipeline, and an analysis of the risks and harmfulness for the specific application context were performed.
Results:
Chirp2 and DeepL showed the best quality. We balanced quality with latency and detected the presence of potentially harmful meaning shifts.
Conclusion:
Domain-grounded evaluation provides a solid base for informed engineering decisions, but considering constraints and risks is necessary for end-to-end safety in deployment.
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