Create README.md
Browse files
README.md
ADDED
@@ -0,0 +1,70 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
datasets:
|
3 |
+
- bible-translation
|
4 |
+
- custom-corpus
|
5 |
+
language:
|
6 |
+
- bbj
|
7 |
+
- en
|
8 |
+
library_name: transformers
|
9 |
+
license: apache-2.0
|
10 |
+
metrics:
|
11 |
+
- sacrebleu
|
12 |
+
model_name: DS4H-ICTU/english-ghomala-translation-model-encoderdecoder
|
13 |
+
pipeline_tag: translation
|
14 |
+
tags:
|
15 |
+
- translation
|
16 |
+
- seq2seq
|
17 |
+
- low-resource
|
18 |
+
- ghomala
|
19 |
+
- encoder-decoder
|
20 |
+
model_type: encoder-decoder
|
21 |
+
---
|
22 |
+
# Ghomala Translation Model
|
23 |
+
|
24 |
+
This is a neural machine translation model fine-tuned to translate from **English to Ghomala**, a Bantu language spoken in Cameroon.
|
25 |
+
|
26 |
+
## 🚀 Architecture
|
27 |
+
- **Encoder**: `UBC-NLP/serengeti-E250`
|
28 |
+
- **Decoder**: `gpt2`
|
29 |
+
|
30 |
+
## 🏋️ Training Details
|
31 |
+
- Fine-tuned on custom parallel Bible + text data
|
32 |
+
- Epochs: 10
|
33 |
+
- Learning rate: 2e-5
|
34 |
+
- BLEU score tracked with `evaluate`
|
35 |
+
- Batch size: 2 (with gradient accumulation)
|
36 |
+
- Optimizer: AdamW
|
37 |
+
|
38 |
+
## 📌 Usage Example
|
39 |
+
|
40 |
+
```python
|
41 |
+
from transformers import pipeline
|
42 |
+
|
43 |
+
translator = pipeline("translation", model="DS4H-ICTU/english-ghomala-translation-model-encoderdecoder")
|
44 |
+
result = translator("The woman gave water to the prophet.")
|
45 |
+
print(result)
|
46 |
+
````
|
47 |
+
|
48 |
+
## 🎯 Intended Use
|
49 |
+
|
50 |
+
* Cultural and educational preservation
|
51 |
+
* Language learning and community translation tools
|
52 |
+
|
53 |
+
## ⚠️ Limitations
|
54 |
+
|
55 |
+
* Still learning with limited Ghomala data
|
56 |
+
* May hallucinate or repeat translations
|
57 |
+
* Works only in English → Ghomala direction for now
|
58 |
+
|
59 |
+
## 📚 Citation
|
60 |
+
|
61 |
+
```
|
62 |
+
@misc{ghomala_translation_model,
|
63 |
+
title={Ghomala Translation Model},
|
64 |
+
author={Group 2},
|
65 |
+
howpublished={\url{https://huggingface.co/DS4H-ICTU/english-ghomala-translation-model-encoderdecoder}},
|
66 |
+
year={2025}
|
67 |
+
}
|
68 |
+
```
|
69 |
+
|
70 |
+
---
|