The impact of domain-specific representations on BERT-based multi-domain spoken language understanding

no code implementations • EACL (AdaptNLP) 2021 • Judith Gaspers, Quynh Do, Tobias Röding, Melanie Bradford

This paper provides the first experimental study on the impact of using domain-specific representations on a BERT-based multi-task spoken language understanding (SLU) model for multi-domain applications.

Classification domain classification +6

FPI: Failure Point Isolation in Large-scale Conversational Assistants

no code implementations • NAACL (ACL) 2022 • Rinat Khaziev, Usman Shahid, Tobias Röding, Rakesh Chada, Emir Kapanci, Pradeep Natarajan

Large-scale conversational assistants such as Cortana, Alexa, Google Assistant and Siri process requests through a series of modules for wake word detection, speech recognition, language understanding and response generation.

Response Generation speech-recognition +1