|
---
|
|
language: tl
|
|
tags:
|
|
- bert
|
|
- tagalog
|
|
- filipino
|
|
license: gpl-3.0
|
|
inference: false
|
|
---
|
|
|
|
# BERT Tagalog Base Uncased
|
|
Tagalog version of BERT trained on a large preprocessed text corpus scraped and sourced from the internet. This model is part of a larger research project. We open-source the model to allow greater usage within the Filipino NLP community.
|
|
|
|
## Usage
|
|
The model can be loaded and used in both PyTorch and TensorFlow through the HuggingFace Transformers package.
|
|
|
|
```python
|
|
from transformers import TFAutoModel, AutoModel, AutoTokenizer
|
|
|
|
# TensorFlow
|
|
model = TFAutoModel.from_pretrained('jcblaise/bert-tagalog-base-uncased', from_pt=True)
|
|
tokenizer = AutoTokenizer.from_pretrained('jcblaise/bert-tagalog-base-uncased', do_lower_case=True)
|
|
|
|
# PyTorch
|
|
model = AutoModel.from_pretrained('jcblaise/bert-tagalog-base-uncased')
|
|
tokenizer = AutoTokenizer.from_pretrained('jcblaise/bert-tagalog-base-uncased', do_lower_case=True)
|
|
```
|
|
Finetuning scripts and other utilities we use for our projects can be found in our centralized repository at https://github.com/jcblaisecruz02/Filipino-Text-Benchmarks
|
|
|
|
## Citations
|
|
All model details and training setups can be found in our papers. If you use our model or find it useful in your projects, please cite our work:
|
|
|
|
```
|
|
@inproceedings{localization2020cruz,
|
|
title={{Localization of Fake News Detection via Multitask Transfer Learning}},
|
|
author={Cruz, Jan Christian Blaise and Tan, Julianne Agatha and Cheng, Charibeth},
|
|
booktitle={Proceedings of The 12th Language Resources and Evaluation Conference},
|
|
pages={2589--2597},
|
|
year={2020},
|
|
url={https://www.aclweb.org/anthology/2020.lrec-1.315}
|
|
}
|
|
|
|
@article{cruz2020establishing,
|
|
title={Establishing Baselines for Text Classification in Low-Resource Languages},
|
|
author={Cruz, Jan Christian Blaise and Cheng, Charibeth},
|
|
journal={arXiv preprint arXiv:2005.02068},
|
|
year={2020}
|
|
}
|
|
|
|
@article{cruz2019evaluating,
|
|
title={Evaluating Language Model Finetuning Techniques for Low-resource Languages},
|
|
author={Cruz, Jan Christian Blaise and Cheng, Charibeth},
|
|
journal={arXiv preprint arXiv:1907.00409},
|
|
year={2019}
|
|
}
|
|
```
|
|
|
|
## Data and Other Resources
|
|
Data used to train this model as well as other benchmark datasets in Filipino can be found in my website at https://blaisecruz.com
|
|
|
|
## Contact
|
|
If you have questions, concerns, or if you just want to chat about NLP and low-resource languages in general, you may reach me through my work email at jan_christian_cruz@dlsu.edu.ph
|
|
|
