Cross-Lingual Text Classification Example

Cross-Lingual Transfer from High-Resource to Low-Resource Languages

A development team has a large, high-quality dataset for sentiment analysis in English. They need to create a similar sentiment analysis tool for Swahili, a language for which they have very little labeled data. The team has access to a powerful multilingual model pre-trained on a corpus including both English and Swahili. Based on the principles of leveraging knowledge from a data-rich language for a data-poor one, what is the most direct and effective strategy for the team to pursue?

Analyzing a Cross-Lingual Model Implementation Failure

Explaining Zero-Shot Cross-Lingual Transfer