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README.md

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+---
+language: en
+tags:
+- translation
+
+license: apache-2.0
+---
+
+### eng-tut
+
+* source group: English 
+* target group: Altaic languages 
+*  OPUS readme: [eng-tut](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-tut/README.md)
+
+*  model: transformer
+* source language(s): eng
+* target language(s): aze_Latn bak chv crh crh_Latn kaz_Cyrl kaz_Latn kir_Cyrl kjh kum mon nog ota_Arab ota_Latn sah tat tat_Arab tat_Latn tuk tuk_Latn tur tyv uig_Arab uig_Cyrl uzb_Cyrl uzb_Latn xal
+* model: transformer
+* pre-processing: normalization + SentencePiece (spm32k,spm32k)
+* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
+* download original weights: [opus2m-2020-08-02.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-tut/opus2m-2020-08-02.zip)
+* test set translations: [opus2m-2020-08-02.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-tut/opus2m-2020-08-02.test.txt)
+* test set scores: [opus2m-2020-08-02.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-tut/opus2m-2020-08-02.eval.txt)
+
+## Benchmarks
+
+| testset               | BLEU  | chr-F |
+|-----------------------|-------|-------|
+| newsdev2016-entr-engtur.eng.tur 	| 10.4 	| 0.438 |
+| newstest2016-entr-engtur.eng.tur 	| 9.1 	| 0.414 |
+| newstest2017-entr-engtur.eng.tur 	| 9.5 	| 0.414 |
+| newstest2018-entr-engtur.eng.tur 	| 9.5 	| 0.415 |
+| Tatoeba-test.eng-aze.eng.aze 	| 27.2 	| 0.580 |
+| Tatoeba-test.eng-bak.eng.bak 	| 5.8 	| 0.298 |
+| Tatoeba-test.eng-chv.eng.chv 	| 4.6 	| 0.301 |
+| Tatoeba-test.eng-crh.eng.crh 	| 6.5 	| 0.342 |
+| Tatoeba-test.eng-kaz.eng.kaz 	| 11.8 	| 0.360 |
+| Tatoeba-test.eng-kir.eng.kir 	| 24.6 	| 0.499 |
+| Tatoeba-test.eng-kjh.eng.kjh 	| 2.2 	| 0.052 |
+| Tatoeba-test.eng-kum.eng.kum 	| 8.0 	| 0.229 |
+| Tatoeba-test.eng-mon.eng.mon 	| 10.3 	| 0.362 |
+| Tatoeba-test.eng.multi 	| 19.5 	| 0.451 |
+| Tatoeba-test.eng-nog.eng.nog 	| 1.5 	| 0.117 |
+| Tatoeba-test.eng-ota.eng.ota 	| 0.2 	| 0.035 |
+| Tatoeba-test.eng-sah.eng.sah 	| 0.7 	| 0.080 |
+| Tatoeba-test.eng-tat.eng.tat 	| 10.8 	| 0.320 |
+| Tatoeba-test.eng-tuk.eng.tuk 	| 5.6 	| 0.323 |
+| Tatoeba-test.eng-tur.eng.tur 	| 34.2 	| 0.623 |
+| Tatoeba-test.eng-tyv.eng.tyv 	| 8.1 	| 0.192 |
+| Tatoeba-test.eng-uig.eng.uig 	| 0.1 	| 0.158 |
+| Tatoeba-test.eng-uzb.eng.uzb 	| 4.2 	| 0.298 |
+| Tatoeba-test.eng-xal.eng.xal 	| 0.1 	| 0.061 |
+
+
+### System Info: 
+- hf_name: eng-tut
+
+- source_languages: eng
+
+- target_languages: tut
+
+- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-tut/README.md
+
+- original_repo: Tatoeba-Challenge
+
+- tags: ['translation']
+
+- prepro:  normalization + SentencePiece (spm32k,spm32k)
+
+- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-tut/opus2m-2020-08-02.zip
+
+- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-tut/opus2m-2020-08-02.test.txt
+
+- src_alpha3: eng
+
+- tgt_alpha3: tut
+
+- short_pair: en-tut
+
+- chrF2_score: 0.451
+
+- bleu: 19.5
+
+- brevity_penalty: 1.0
+
+- ref_len: 57472.0
+
+- src_name: English
+
+- tgt_name: Altaic languages
+
+- train_date: 2020-08-02
+
+- src_alpha2: en
+
+- tgt_alpha2: tut
+
+- prefer_old: False
+
+- long_pair: eng-tut
+
+- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
+
+- transformers_git_sha: 46e9f53347bbe9e989f0335f98465f30886d8173
+
+- port_machine: brutasse
+
+- port_time: 2020-08-18-01:48