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README.md

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+---
+language: en
+tags:
+- translation
+
+license: apache-2.0
+---
+
+### eng-inc
+
+* source group: English 
+* target group: Indic languages 
+*  OPUS readme: [eng-inc](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-inc/README.md)
+
+*  model: transformer
+* source language(s): eng
+* target language(s): asm awa ben bho gom guj hif_Latn hin mai mar npi ori pan_Guru pnb rom san_Deva sin snd_Arab urd
+* 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-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.zip)
+* test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.test.txt)
+* test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.eval.txt)
+
+## Benchmarks
+
+| testset               | BLEU  | chr-F |
+|-----------------------|-------|-------|
+| newsdev2014-enghin.eng.hin 	| 8.2 	| 0.342 |
+| newsdev2019-engu-engguj.eng.guj 	| 6.5 	| 0.293 |
+| newstest2014-hien-enghin.eng.hin 	| 11.4 	| 0.364 |
+| newstest2019-engu-engguj.eng.guj 	| 7.2 	| 0.296 |
+| Tatoeba-test.eng-asm.eng.asm 	| 2.7 	| 0.277 |
+| Tatoeba-test.eng-awa.eng.awa 	| 0.5 	| 0.132 |
+| Tatoeba-test.eng-ben.eng.ben 	| 16.7 	| 0.470 |
+| Tatoeba-test.eng-bho.eng.bho 	| 4.3 	| 0.227 |
+| Tatoeba-test.eng-guj.eng.guj 	| 17.5 	| 0.373 |
+| Tatoeba-test.eng-hif.eng.hif 	| 0.6 	| 0.028 |
+| Tatoeba-test.eng-hin.eng.hin 	| 17.7 	| 0.469 |
+| Tatoeba-test.eng-kok.eng.kok 	| 1.7 	| 0.000 |
+| Tatoeba-test.eng-lah.eng.lah 	| 0.3 	| 0.028 |
+| Tatoeba-test.eng-mai.eng.mai 	| 15.6 	| 0.429 |
+| Tatoeba-test.eng-mar.eng.mar 	| 21.3 	| 0.477 |
+| Tatoeba-test.eng.multi 	| 17.3 	| 0.448 |
+| Tatoeba-test.eng-nep.eng.nep 	| 0.8 	| 0.081 |
+| Tatoeba-test.eng-ori.eng.ori 	| 2.2 	| 0.208 |
+| Tatoeba-test.eng-pan.eng.pan 	| 8.0 	| 0.347 |
+| Tatoeba-test.eng-rom.eng.rom 	| 0.4 	| 0.197 |
+| Tatoeba-test.eng-san.eng.san 	| 0.5 	| 0.108 |
+| Tatoeba-test.eng-sin.eng.sin 	| 9.1 	| 0.364 |
+| Tatoeba-test.eng-snd.eng.snd 	| 4.4 	| 0.284 |
+| Tatoeba-test.eng-urd.eng.urd 	| 13.3 	| 0.423 |
+
+
+### System Info: 
+- hf_name: eng-inc
+
+- source_languages: eng
+
+- target_languages: inc
+
+- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-inc/README.md
+
+- original_repo: Tatoeba-Challenge
+
+- tags: ['translation']
+
+- prepro:  normalization + SentencePiece (spm32k,spm32k)
+
+- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.zip
+
+- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.test.txt
+
+- src_alpha3: eng
+
+- tgt_alpha3: inc
+
+- short_pair: en-inc
+
+- chrF2_score: 0.44799999999999995
+
+- bleu: 17.3
+
+- brevity_penalty: 1.0
+
+- ref_len: 59917.0
+
+- src_name: English
+
+- tgt_name: Indic languages
+
+- train_date: 2020-08-01
+
+- src_alpha2: en
+
+- tgt_alpha2: inc
+
+- prefer_old: False
+
+- long_pair: eng-inc
+
+- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
+
+- transformers_git_sha: 46e9f53347bbe9e989f0335f98465f30886d8173
+
+- port_machine: brutasse
+
+- port_time: 2020-08-18-01:48