Low-Resource NLP Techniques for Somali

Project Context

Language: Somali (Cushitic language family) Task: Dialect classification (Northern, Southern, Central) Challenge: Limited labeled training data Approach: Low-resource NLP techniques + transfer learning

Data Scarcity Strategies

1. Cross-Lingual Transfer

Approach: Leverage high-resource languages with linguistic similarity