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# Hausa to English
Author: Moshooo O. Yekini
## Data
- The JW300 English-Hausa dataset.
- The Tanzil (Quran) English-Hausa dataset.
- The Wikimedia English-Hausa dataset.
- The Tatoeba English-Hausa dataset
## Model
- Default Masakhane Transformer translation model.
- Link to google drive folder with model [here](https://drive.google.com/open?id=1q8gPqJM8NGLuweosN1aqRnMxnOywrZM7)
- Updates on future experiments and other methods can be seen [here](https://github.com/wallmosh/masakhane/blob/master/ha-en/opus_ha_en_baseline/Hausa_English_NMT.ipynb)
## Analysis
Example 0
```sh
Source: " Ka dũba yadda Muke sarrafa ãyõyi , tsammãninsu sunã fahimta ! "
Reference: Note how We explain the revelations , so that they may understand . ”
Hypothesis: See how We make clear signs so that they may understand .
```
Example #1
```sh
Source: Dã Mun so , dã Mun mayar da shi ruwan zartsi . To don me bã ku gõdẽwa ?
Reference: If We pleased , We would have made it salty ; why do you not then give thanks ?
Hypothesis: If We willed , We would have removed him with water , so why do you not give thanks ?
```
Example #2
```sh
Source: Kuma waɗanda suka kãfirta da ãyõyinMu , sũ ne ma 'abũta shu 'umci
Reference: and [ as for ] those who are bent on denying the truth of Our revelations , they are the people of the left hand ,
Hypothesis: Those who disbelieve in Our signs are the people of the wicked .
```
Example #3
```sh
Source: Kuma Yanã sassaƙa jirgin cikin natsuwa , kuma a kõ yaushe waɗansu shugabanni daga mutãnensa suka shũɗe a gabansa , sai su yi izgili gare shi .
Reference: And he was building the ship , and every time that chieftains of his people passed him , they made mock of him .
Hypothesis: He will send the ships in the bones , and when the leaders of his people have passed before him , they mock him .
```
# Results
- BLEU train: 24.57
- BLEU dev: 24.95
- BLEU test: 25.27
# BPE links:
- https://drive.google.com/open?id=1cdkMb0H0qtGpb82taLJJs9Dj7mAUR8V0