most citedParalinguistics-Enhanced Large Language Modeling of Spoken Dialogue

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eess.AS2023

Discriminative Speech Recognition Rescoring with Pre-trained Language Models

Prashanth Gurunath Shivakumar, Jari Kolehmainen, Yile Gu +3

Second pass rescoring is a critical component of competitive automatic speech recognition (ASR) systems. Large language models have demonstrated their ability in using pre-trained…

eess.AS2023

Personalization for BERT-based Discriminative Speech Recognition Rescoring

Jari Kolehmainen, Yile Gu, Aditya Gourav +4

Recognition of personalized content remains a challenge in end-to-end speech recognition. We explore three novel approaches that use personalized content in a neural rescoring step…