Teaching speech recognizers new words — without retraining
Nobody talking: While everyone debates which LLM is best, Amazon just solved speech AI's biggest personalization problem.

Why it matters
This breakthrough in speech recognition personalization could unlock new enterprise AI applications without the traditional costs of model retraining, giving companies a competitive edge in voice-first workflows.
The key facts
4 to knowConnectionist temporal classification model enhancement
Out-of-vocabulary word handling
No retraining required for personalization
Amazon Science research publication
Go to the source
Amazon Scienceamazon.science
Publisher excerpt: Using lists of rare or out-of-vocabulary words to bias connectionist temporal classification models enables personalization.

