LowResourceScenarios
Related Papers
Challenges of language technologies for the indigenous languages of the Americas
AbstractIndigenous languages of the American continent are highly diverse. However, they have received little attention from the technological perspective. In this paper, we review the research, the digital resources and …...
Automatic Interlinear Glossing for Under-Resourced Languages Leveraging Translations
AbstractInterlinear Glossed Text (IGT) is a widely used format for encoding linguistic information in language documentation projects and scholarly papers. Manual production of IGT takes time and requires linguistic expertise. …...
The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT
AbstractThis paper describes the development of a new benchmark for machine translation that provides training and test data for thousands of language pairs covering over 500 languages and tools for …...
LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting
AbstractMost NER methods rely on extensive labeled data for model training, which struggles in the low-resource scenarios with limited training data. Existing dominant approaches usually suffer from the challenge that …...