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# English to Ẹ̀sán
Author: iroro orife
## Data
- The JW300 English-Ẹ̀sán (ish) dataset.
## Model
- Default Masakhane Transformer translation model.
- [Link to google drive folder with models](https://drive.google.com/drive/folders/1FhIlYmQVlVBCUL5t_BJv6fOcVdAGHqZg)
## Analysis
The dataset requires more preprocessing to remove special characters and Scripture chapters/verse names & figures. Also it is very small, which is the primary limiting factor on being able to learn anything useful.
Example 1
```sh
Source: In contrast with the people who show the widespread lack of love today , those who worship Jehovah have genuine love for their fellow man .
Reference: Ene ga iJehova ẹlẹnan wo mhọn oyẹẹ da ibo ele , ele bha diabe ene iga Jehova ne bha hoẹmhọn ibo ele .
Hypothesis: Ene ẹbho ne bunbun wo manman ha mhọn urẹọbhọ da ẹbho n
```
Example 2
```sh
Source: We should also strive to help others spiritually .
Reference: Ahamiẹn mhan re ẹghe bhi otọ rẹ ha luẹ iBaibo , yẹ deba ene gene guanọ nin ele ga iJehova ha muobọ , ọ dẹ rẹkpa mhan rẹ ziẹn ikolu nin mhan bi Jehova koko mhọnlẹn .
Hypothesis: Mhan dẹ sabọ rẹkpa mhan rẹ sabọ ha mhọn urẹọbhọ bọsi eria .
```
# Results
Tokenization | BLEU dev | BLEU test
--- | --- | ---
BPE| 4.94 | 6.25
Word-level | 3.39 | 5.30