Low-Resource NLP

NLP for Limited Data

Handle low-resource languages.

Transfer Learning

Cross-lingual transfer. Fine-tune on high-resource.

Data Augmentation

Back-translation. Pseudo-labeling. Synthetic data.

Zero-Shot

Language-agnostic representations. No target language data.

Key Takeaways

1. Transfer from high-resource
2. Back-translation for augmentation
3. Zero-shot cross-lingual