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README.md
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---
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language: zls
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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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### zls-zls
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* source languages: zls
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* target languages: zls
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* OPUS readme: [zls-zls](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/zls-zls/README.md)
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* dataset: opus
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* model: transformer
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* source language(s): bul mkd srp_Cyrl
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* target language(s): bul mkd srp_Cyrl
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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-2020-07-27.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/zls-zls/opus-2020-07-27.zip)
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* test set translations: [opus-2020-07-27.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/zls-zls/opus-2020-07-27.test.txt)
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* test set scores: [opus-2020-07-27.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/zls-zls/opus-2020-07-27.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.bul-hbs.bul.hbs | 19.3 | 0.514 |
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| Tatoeba-test.bul-mkd.bul.mkd | 31.9 | 0.669 |
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| Tatoeba-test.hbs-bul.hbs.bul | 18.0 | 0.636 |
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| Tatoeba-test.hbs-mkd.hbs.mkd | 19.4 | 0.322 |
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| Tatoeba-test.mkd-bul.mkd.bul | 44.6 | 0.679 |
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| Tatoeba-test.mkd-hbs.mkd.hbs | 5.5 | 0.152 |
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| Tatoeba-test.multi.multi | 26.5 | 0.563 |
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