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dv-wave
monsoon-nlp/dv-wave
dv-wave is a machine learning model from monsoon-nlp. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers.
This is a second attempt at a Dhivehi language model trained with Google Research's ELECTRA.
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At a glance
- Library
- transformers
- Model type
- electra
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- Feb 3, 2025
- SHA
- ce3db57c
Model card
From the Hugging Face model README
dv-wave
This is a second attempt at a Dhivehi language model trained with Google Research's 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
dv-wave: 89% to mBERT: 52%
Corpus
Trained on @Sofwath's 307MB corpus of Dhivehi text: https://github.com/Sofwath/DhivehiDatasets - this repo also contains the news classification task CSV
OSCAR was considered but has not been added to pretraining; as of this writing their web crawl has 126MB of Dhivehi text (79MB deduped).
Vocabulary
Included as vocab.txt in the upload - vocab_size is 29874
- Library
- transformers
- Type
- electra
- Languages
- dv
- Created
- Mar 2, 2022
- Updated
- Feb 3, 2025