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byt5-small-historic-dutch
hmbyt5/byt5-small-historic-dutch
byt5-small-historic-dutch is a machine learning model from hmbyt5. 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. The card lists the license as mit.
Preliminary Historic Multilingual and Monolingual ByT5 Models. Following languages are currently covered:
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At a glance
- Library
- transformers
- License
- mit
- Model type
- t5
- Access
- Public
- Created
- Apr 25, 2023
- Updated
- May 24, 2023
- SHA
- 8801ac80
Model card
From the Hugging Face model README
hmByT5 - Preliminary Language Models
Preliminary Historic Multilingual and Monolingual ByT5 Models. Following languages are currently covered:
- Dutch (Delpher Corpus)
More details can be found in our GitHub repository.
Pretraining
We use the official JAX/FLAX example in Hugging Face Transformers to pretrain a ByT5 model on a single v3-8 TPU. Details about the training can be found here.
Evaluation on Downstream Tasks (NER)
We evaluated the hmByT5 model on ICDAR Europeana dataset:
| Configuration | Run 1 | Run 2 | Run 3 | Run 4 | Run 5 | Avg. |
|---|---|---|---|---|---|---|
wsFalse-bs4-e10-lr0.00015-poolingfirst | 88.02 | 88.71 | 87.17 | 87 | 88.62 | 87.9 ± 0.71 |
wsFalse-bs8-e10-lr0.00015-poolingfirst | 87.1 | 86.72 | 87.15 | 88.29 | 87.35 | 87.32 ± 0.53 |
wsFalse-bs8-e10-lr0.00016-poolingfirst | 87.23 | 87.19 | 87.11 | 87.62 | 87.11 | 87.25 ± 0.19 |
wsFalse-bs4-e10-lr0.00016-poolingfirst | 85.98 | 87.5 | 84.22 | 87.08 | 86.48 | 86.25 ± 1.14 |
Acknowledgements
Research supported with Cloud TPUs from Google's TPU Research Cloud (TRC). Many Thanks for providing access to the TPUs ❤️
- Library
- transformers
- Type
- t5
- License
- mit
- Languages
- nl
- Created
- Apr 25, 2023
- Updated
- May 24, 2023