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README.md

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+---
+language: en
+tags:
+- translation
+
+license: apache-2.0
+---
+
+### eng-bnt
+
+* source group: English 
+* target group: Bantu languages 
+*  OPUS readme: [eng-bnt](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-bnt/README.md)
+
+*  model: transformer
+* source language(s): eng
+* target language(s): kin lin lug nya run sna swh toi_Latn tso umb xho zul
+* 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: [opus-2020-07-26.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bnt/opus-2020-07-26.zip)
+* test set translations: [opus-2020-07-26.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bnt/opus-2020-07-26.test.txt)
+* test set scores: [opus-2020-07-26.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bnt/opus-2020-07-26.eval.txt)
+
+## Benchmarks
+
+| testset               | BLEU  | chr-F |
+|-----------------------|-------|-------|
+| Tatoeba-test.eng-kin.eng.kin 	| 12.5 	| 0.519 |
+| Tatoeba-test.eng-lin.eng.lin 	| 1.1 	| 0.277 |
+| Tatoeba-test.eng-lug.eng.lug 	| 4.8 	| 0.415 |
+| Tatoeba-test.eng.multi 	| 12.1 	| 0.449 |
+| Tatoeba-test.eng-nya.eng.nya 	| 22.1 	| 0.616 |
+| Tatoeba-test.eng-run.eng.run 	| 13.2 	| 0.492 |
+| Tatoeba-test.eng-sna.eng.sna 	| 32.1 	| 0.669 |
+| Tatoeba-test.eng-swa.eng.swa 	| 1.7 	| 0.180 |
+| Tatoeba-test.eng-toi.eng.toi 	| 10.7 	| 0.266 |
+| Tatoeba-test.eng-tso.eng.tso 	| 26.9 	| 0.631 |
+| Tatoeba-test.eng-umb.eng.umb 	| 5.2 	| 0.295 |
+| Tatoeba-test.eng-xho.eng.xho 	| 22.6 	| 0.615 |
+| Tatoeba-test.eng-zul.eng.zul 	| 41.1 	| 0.769 |
+
+
+### System Info: 
+- hf_name: eng-bnt
+
+- source_languages: eng
+
+- target_languages: bnt
+
+- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-bnt/README.md
+
+- original_repo: Tatoeba-Challenge
+
+- tags: ['translation']
+
+- prepro:  normalization + SentencePiece (spm32k,spm32k)
+
+- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bnt/opus-2020-07-26.zip
+
+- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bnt/opus-2020-07-26.test.txt
+
+- src_alpha3: eng
+
+- tgt_alpha3: bnt
+
+- short_pair: en-bnt
+
+- chrF2_score: 0.449
+
+- bleu: 12.1
+
+- brevity_penalty: 1.0
+
+- ref_len: 9989.0
+
+- src_name: English
+
+- tgt_name: Bantu languages
+
+- train_date: 2020-07-26
+
+- src_alpha2: en
+
+- tgt_alpha2: bnt
+
+- prefer_old: False
+
+- long_pair: eng-bnt
+
+- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
+
+- transformers_git_sha: 46e9f53347bbe9e989f0335f98465f30886d8173
+
+- port_machine: brutasse
+
+- port_time: 2020-08-18-01:48