|
--- |
|
license: cc |
|
task_categories: |
|
- translation |
|
language: |
|
- am |
|
- en |
|
size_categories: |
|
- 10K<n<100K |
|
--- |
|
|
|
# AGE: Amharic, Ge’ez, and English Parallel Dataset |
|
|
|
## Overview |
|
|
|
The AGE dataset is an open-source tripartite alignment of Amharic, Ge’ez, and English parallel sentences. This dataset aims to address the lack of high-quality resources for low-resource languages like Amharic and Ge’ez, facilitating the development of Natural Language Processing (NLP) models. |
|
|
|
|
|
|
|
## Data Collection |
|
|
|
Our dataset was sourced from diverse materials, and we removed excessively disordered portions to ensure quality. The dataset development process is illustrated in the accompanying figure. |
|
|
|
Below is an example row: |
|
```json |
|
[ |
|
{ |
|
"amh": "ንጉሡ ዳዊትም ሸመገለ ዕድሜውም በዛ፤ ልብስም ደረቡለት፥ ነገር ግን አይሞቀውም ነበር።", |
|
"gez": "ወዳዊትሰ ንጉሥ ልህቀ ወኀለፈ መዋዕሊሁ ወይከድንዎ አልባሰ ወኢያመውቆ ።", |
|
"eng": "Now king David was old and stricken in years; and they covered him with clothes, but he gat no heat." |
|
}, |
|
{ |
|
"amh": "ባሪያዎቹም። ለጌታችን ለንጉሡ ድንግል ትፈለጋለች፤ በንጉሡም ፊት ቆማ ታገልግለው፥ በጌታችንም በንጉሡ ብብት ተኝታ ታሙቀው አሉት።", |
|
"gez": "ወይቤሉ ደቁ ለዳዊት ይኅሥሡ ለእግዚእነ ለንጉሥ ወለተ ድንግለ ወያምጽእዋ ኀበ ንጉሥ ወትሰክብ ምስሌሁ ወተሐቅፎ ወታስተማውቆ ወይመውቅ እግዚእነ ንጉሥ ።", |
|
"eng": "Wherefore his servants said unto him, Let there be sought for my lord the king a young virgin: and let her stand before the king, and let her cherish him, and let her lie in thy bosom, that my lord the king may get heat." |
|
}, |
|
|
|
] |
|
``` |
|
|
|
### መጽሐፈ ፡ ኩፋሌ (Book of Jubilees) |
|
We have the Book of Jubilees only in Ge'ez and English |
|
|
|
`Kufale.xlsx` - data and associated metadata in xlsx format. |
|
|
|
|
|
|
|
## Dataset Structure |
|
|
|
The dataset is available in both CSV and JSON formats, with columns tagged for each language: |
|
|
|
- `amh`: Amharic |
|
- `gez`: Ge’ez |
|
- `eng`: English |
|
|
|
|
|
## Citation |
|
|
|
If you use this dataset, please cite our paper: |
|
|
|
|
|
``` |
|
@inproceedings{ademtew-birbo-2024-age, |
|
title = "{AGE}: {A}mharic, {G}e{'}ez and {E}nglish Parallel Dataset", |
|
author = "Ademtew, Henok and |
|
Birbo, Mikiyas", |
|
editor = "Ojha, Atul Kr. and |
|
Liu, Chao-hong and |
|
Vylomova, Ekaterina and |
|
Pirinen, Flammie and |
|
Abbott, Jade and |
|
Washington, Jonathan and |
|
Oco, Nathaniel and |
|
Malykh, Valentin and |
|
Logacheva, Varvara and |
|
Zhao, Xiaobing", |
|
booktitle = "Proceedings of the Seventh Workshop on Technologies for Machine Translation of Low-Resource Languages (LoResMT 2024)", |
|
month = aug, |
|
year = "2024", |
|
address = "Bangkok, Thailand", |
|
publisher = "Association for Computational Linguistics", |
|
url = "https://aclanthology.org/2024.loresmt-1.14", |
|
doi = "10.18653/v1/2024.loresmt-1.14", |
|
pages = "139--145", |
|
abstract = "African languages are not well-represented in Natural Language Processing (NLP). The main reason is a lack of resources for training models. Low-resource languages, such as Amharic and Ge{'}ez, cannot benefit from modern NLP methods because of the lack of high-quality datasets. This paper presents AGE, an open-source tripartite alignment of Amharic, Ge{'}ez, and English parallel dataset. Additionally, we introduced a novel, 1,000 Ge{'}ez-centered sentences sourced from areas such as news and novels. Furthermore, we developed a model from a multilingual pre-trained language model, which brings 12.29 and 30.66 for English-Ge{'}ez and Ge{'}ez to English, respectively, and 9.39 and 12.29 for Amharic-Ge{'}ez and Ge{'}ez-Amharic respectively.", |
|
} |
|
``` |
|
|
|
|