|
--- |
|
license: cc-by-4.0 |
|
--- |
|
# Automatic Translation Alignment of Ancient Greek Texts |
|
GRC-ALIGNMENT model is an XLM-RoBERTa-based model, fine-tuned for automatic multilingual text alignment at the word level. |
|
The model is trained on 12 million monolingual ancient Greek tokens with Masked Language Model (MLM) training objective. Further, the model is fine-tuned on 45k parallel sentences, mainly in ancient Greek-English, Greek-Latin, and Greek-Georgian. |
|
|
|
### Multilingual Training Dataset |
|
| Languages |Sentences | Source | |
|
|:---------------------------------------|:-----------:|:--------------------------------------------------------------------------------| |
|
| GRC-ENG | 32.500 | Perseus Digital Library (Iliad, Odyssey, Xenophon, New Testament) | |
|
| GRC-LAT | 8.200 | [Digital Fragmenta Historicorum Graecorum project](https://www.dfhg-project.org/) | |
|
| GRC-KAT <br>GRC-ENG <br>GRC-LAT<br>GRC-ITA<br>GRC-POR | 4.000 | [UGARIT Translation Alignment Editor](https://ugarit.ialigner.com/ ) | |
|
|
|
### Model Performance |
|
| Languages | Alignment Error Rate | |
|
|:---------:|:--------------------:| |
|
| GRC-ENG | 19.73% (IterMax) | |
|
| GRC-POR | 23.91% (IterMax) | |
|
| GRC-LAT | 10.60% (ArgMax) | |
|
|
|
The gold standard datasets are available on [Github](https://github.com/UgaritAlignment/Alignment-Gold-Standards). |
|
|
|
If you use this model, please cite our papers: |
|
<pre> |
|
@InProceedings{yousef-EtAl:2022:LREC, |
|
author = {Yousef, Tariq and Palladino, Chiara and Shamsian, Farnoosh and d’Orange Ferreira, Anise and Ferreira dos Reis, Michel}, |
|
title = {An automatic model and Gold Standard for translation alignment of Ancient Greek}, |
|
booktitle = {Proceedings of the Language Resources and Evaluation Conference}, |
|
month = {June}, |
|
year = {2022}, |
|
address = {Marseille, France}, |
|
publisher = {European Language Resources Association}, |
|
pages = {5894--5905}, |
|
url = {https://aclanthology.org/2022.lrec-1.634} |
|
} |
|
|
|
@InProceedings{yousef-EtAl:2022:LT4HALA2022, |
|
author = {Yousef, Tariq and Palladino, Chiara and Wright, David J. and Berti, Monica}, |
|
title = {Automatic Translation Alignment for Ancient Greek and Latin}, |
|
booktitle = {Proceedings of the Second Workshop on Language Technologies for Historical and Ancient Languages}, |
|
month = {June}, |
|
year = {2022}, |
|
address = {Marseille, France}, |
|
publisher = {European Language Resources Association}, |
|
pages = {101--107}, |
|
url = {https://aclanthology.org/2022.lt4hala2022-1.14} |
|
} |
|
|
|
</pre> |
