|
--- |
|
license: mit |
|
language: |
|
- en |
|
- de |
|
- fr |
|
- fi |
|
--- |
|
|
|
# hmByT5 - Preliminary Language Models |
|
|
|
Preliminary Historic Multilingual and Monolingual ByT5 Models. Following languages are currently covered: |
|
|
|
* English (British Library Corpus - Books) |
|
* German (Europeana Newspaper) |
|
* French (Europeana Newspaper) |
|
* Finnish (Europeana Newspaper) |
|
|
|
More details can be found in [our GitHub repository](https://github.com/stefan-it/hmByT5). |
|
|
|
# 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](https://github.com/stefan-it/hmByT5/tree/main/hmbyt5-flax). |
|
|
|
# Evaluation on Downstream Tasks (NER) |
|
|
|
We evaluated the hmByT5 model on downstream tasks: |
|
|
|
| Model | English AjMC | German AjMC | French AjMC | Finnish NewsEye | Swedish NewsEye | Dutch ICDAR | French ICDAR | Avg. | |
|
|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------|--------------|--------------|-----------------|-----------------|--------------|--------------|------| |
|
| [`hmbyt5-preliminary/byt5-small-english-german-french-finnish`](https://huggingface.co/hmbyt5-preliminary/byt5-small-english-german-french-finnish) | 85.30 ± 1.14 | 87.37 ± 0.53 | 84.12 ± 0.42 | | | | | | |
|
|
|
# Acknowledgements |
|
|
|
Research supported with Cloud TPUs from Google's [TPU Research Cloud](https://sites.research.google/trc/about/) (TRC). |
|
Many Thanks for providing access to the TPUs ❤️ |
|
|
