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1,306 changes: 0 additions & 1,306 deletions .ipynb_checkpoints/starter_notebook_into_English_training-checkpoint.ipynb

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2,393 changes: 2,393 additions & 0 deletions benchmarks/nd-en/jw300-baseline/Jenalea_nd-en.ipynb

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# Ndebele to English

Author: Jenalea Rajab

## Data

- The JW300 English- Twi.
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English - Ndebele (instead of Twi)?

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The test.tw file probably also should be removed.


## Model

- Default Masakhane Transformer translation model.
- Link to google drive folder with model(https://drive.google.com/drive/folders/1Vohey_hF-z_0pCsecZ9GYo6TB1tneR1q?usp=sharing)

## Analysis

Example 1
```sh
Source: ( Josh . 3 : 12 - 17 ) Cabanga ukuthi kwakumangalisa kangakanani ukubona umfula lowo owawuzondile umiswa !
Reference: ( See paragraphs 17 , 18 )
Hypothesis: ( Josh . 3 : 12-17 ) Think of how much more it was to see the brief of a brief !
```

Example 2
```sh
Source: UJesu wathi : “ Kakho ongeza kimi ngaphandle kokuthi uBaba ongithumileyo amsondeze . ”
Reference: “ No man can come to me unless the Father , who sent me , draws him , ” said Jesus .
Hypothesis: Jesus said : “ No one can say to me as a Father who is drawing close to you . ”
```

Example 3
```sh
Source: IBhayibhili lithi : ‘ Ilizwi ngesikhathi salo , lihle kangakanani . ’
Reference: The Bible states : “ A word spoken at the right time — how good it is ! ”
Hypothesis:Ná The Bible says : “ The word of the word is good , and it is good . ”
```

Example 4
```sh
Source: Cabanga ngomthandazo wokuzisola uJona awutsho esesiswini senhlanzi enkulu .
Reference: For instance , consider Jonah ’ s contrite prayer from the belly of a huge fish .
Hypothesis: Consider the prayer of Jonah ’ s prayer .
```

# Results
- BLEU dev : 20.01
- BLEU test : 25.55
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