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README.md
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---
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language: afa
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tags:
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- translation
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license: apache-2.0
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---
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### afa-afa
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* source languages: afa
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* target languages: afa
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* OPUS readme: [afa-afa](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/afa-afa/README.md)
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* dataset: opus
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* model: transformer
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* source language(s): apc ara arq arz heb kab mlt shy_Latn thv
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* target language(s): apc ara arq arz heb kab mlt shy_Latn thv
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* model: transformer
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* pre-processing: normalization + SentencePiece (spm32k,spm32k)
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* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
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* download original weights: [opus-2020-07-26.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/afa-afa/opus-2020-07-26.zip)
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* test set translations: [opus-2020-07-26.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/afa-afa/opus-2020-07-26.test.txt)
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* test set scores: [opus-2020-07-26.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/afa-afa/opus-2020-07-26.eval.txt)
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## Benchmarks
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| testset | BLEU | chr-F |
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|-----------------------|-------|-------|
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| Tatoeba-test.ara-ara.ara.ara | 4.3 | 0.148 |
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| Tatoeba-test.ara-heb.ara.heb | 31.9 | 0.525 |
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| Tatoeba-test.ara-kab.ara.kab | 0.3 | 0.120 |
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| Tatoeba-test.ara-mlt.ara.mlt | 14.0 | 0.428 |
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| Tatoeba-test.ara-shy.ara.shy | 1.3 | 0.050 |
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| Tatoeba-test.heb-ara.heb.ara | 17.0 | 0.464 |
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| Tatoeba-test.heb-kab.heb.kab | 1.9 | 0.104 |
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| Tatoeba-test.kab-ara.kab.ara | 0.3 | 0.044 |
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| Tatoeba-test.kab-heb.kab.heb | 5.1 | 0.099 |
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| Tatoeba-test.kab-shy.kab.shy | 2.2 | 0.009 |
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| Tatoeba-test.kab-tmh.kab.tmh | 10.7 | 0.007 |
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| Tatoeba-test.mlt-ara.mlt.ara | 29.1 | 0.498 |
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| Tatoeba-test.multi.multi | 20.8 | 0.434 |
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| Tatoeba-test.shy-ara.shy.ara | 1.2 | 0.053 |
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| Tatoeba-test.shy-kab.shy.kab | 2.0 | 0.134 |
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| Tatoeba-test.tmh-kab.tmh.kab | 0.0 | 0.047 |
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