Awesome
NLP for Nepali
This repository contains State of the Art Language models and Classifier for Nepali, which is official language of Nepal and one of the official status gained language of India.
The models trained here have been used in Natural Language Toolkit for Indic Languages (iNLTK)
Dataset
Created as part of this project
Results
Language Model Perplexity
| Architecture/Dataset | Nepali Wikipedia Articles |
|---|---|
| ULMFiT | 31.5 |
| TransformerXL | 29.3 |
Classification Metrics
ULMFiT
| Dataset | Accuracy | Kappa Score |
|---|---|---|
| Nepali News Dataset | 98.5 | 97.7 |
Visualizations
Embedding Space
| Architecture | Visualization |
|---|---|
| ULMFiT | Embeddings projection |
| TransformerXL | Embeddings projection |
Pretrained Language Model
Download pretrained Language Models from here
Classifier
Download classifier from here
Tokenizer
Trained tokenizer using Google's sentencepiece
Download the trained model and vocabulary from here