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# dv-wave
This is my third version of a Dhivehi language model trained with
Google Research's [ELECTRA](https://github.com/google-research/electra).
Tokenization and pre-training CoLab: https://colab.research.google.com/drive/1ZJ3tU9MwyWj6UtQ-8G7QJKTn-hG1uQ9v?usp=sharing
Using SimpleTransformers to classify news https://colab.research.google.com/drive/1KnyQxRNWG_yVwms_x9MUAqFQVeMecTV7?usp=sharing
V1: similar performance to mBERT on news classification task after finetuning for 3 epochs (52%)
V2: fixed tokenizers do_lower_case=False and strip_accents=False to preserve vowel signs of Dhivehi
> 8-topic news classification score: 88.6% compared to mBERT: 51.8%
V3: trained longer on larger corpus (added OSCAR and Wikipedia)
> news classification score: 91.9%
## Corpus
Trained on @Sofwath's 307MB corpus of Dhivehi text: https://github.com/Sofwath/DhivehiDatasets
Plus [OSCAR](https://oscar-corpus.com/) and 2020-10-01 dump of dv.wikipedia.org
## Vocabulary
Included as vocab.txt in the upload
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