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Robin Jonathan Algayres

2 accepted papers

2023

Generative Spoken Language Model based on continuous word-sized audio tokens

EMNLP 2023long main

In NLP, text language models based on words or subwords are known to outperform their character-based counterparts. Yet, in the speech community, the standard input of spoken LMs are 20ms or 40ms-long discrete units (shorter than a phoneme). Taking inspiration from word-based LM, we introduce a Gene…

Cited by 0SourceScholar
2023

XLS-R fine-tuning on noisy word boundaries for unsupervised speech segmentation into words

EMNLP 2023short findings

Due to the absence of explicit word boundaries in the speech stream, the task of segmenting spoken sentences into word units without text supervision is particularly challenging. In this work, we leverage the most recent self-supervised speech models that have proved to quickly adapt to new tasks th…

Cited by 2SourceScholar