4 papers
Generative Pretraining for Paraphrase Evaluation
Jack Weston, Raphael Lenain, Udeepa Meepegama +1
We introduce ParaBLEU, a paraphrase representation learning model and evaluation metric for text generation. Unlike previous approaches, ParaBLEU learns to understand paraphrasis u…
Learning De-identified Representations of Prosody from Raw Audio
Jack Weston, Raphael Lenain, Udeepa Meepegama +1
We propose a method for learning de-identified prosody representations from raw audio using a contrastive self-supervised signal. Whereas prior work has relied on conditioning mode…
BlaBla: Linguistic Feature Extraction for Clinical Analysis in Multiple Languages
Abhishek Shivkumar, Jack Weston, Raphael Lenain +1
We introduce BlaBla, an open-source Python library for extracting linguistic features with proven clinical relevance to neurological and psychiatric diseases across many languages.…
Surfboard: Audio Feature Extraction for Modern Machine Learning
Raphael Lenain, Jack Weston, Abhishek Shivkumar +1
We introduce Surfboard, an open-source Python library for extracting audio features with application to the medical domain. Surfboard is written with the aim of addressing pain poi…