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Prem Selvaraj

2 accepted papers

2022

Addressing Resource Scarcity across Sign Languages with Multilingual Pretraining and Unified-Vocabulary Datasets

NeurIPS 2022accept

There are over 300 sign languages in the world, many of which have very limited or no labelled sign-to-text datasets. To address low-resource data scenarios, self-supervised pretraining and multilingual finetuning have been shown to be effective in natural language and speech processing. In this wor…

Cited by 10SourcePDFScholar
2022

OpenHands: Making Sign Language Recognition Accessible with Pose-based Pretrained Models across Languages

ACL 2022long

AI technologies for Natural Languages have made tremendous progress recently. However, commensurate progress has not been made on Sign Languages, in particular, in recognizing signs as individual words or as complete sentences. We introduce OpenHands, a library where we take four key ideas from the…

Cited by 59SourcePDFScholar