readme: ---
  language: 
  - ca
  - es
  - os
  - ro
  - fy
  - cy
  - sc
  - is
  - yi
  - lb
  - an
  - sq
  - fr
  - ht
  - rm
  - ps
  - af
  - uk
  - sl
  - lt
  - bg
  - be
  - gd
  - si
  - en
  - br
  - mk
  - or
  - mr
  - ru
  - fo
  - co
  - oc
  - pl
  - gl
  - nb
  - bn
  - id
  - hy
  - da
  - gv
  - nl
  - pt
  - hi
  - as
  - kw
  - ga
  - sv
  - gu
  - wa
  - lv
  - el
  - it
  - hr
  - ur
  - nn
  - de
  - cs
  - ine
  
  tags:
  - translation
  
  license: apache-2.0
  ---
  
  ### ine-eng
  
  * source group: Indo-European languages 
  * target group: English 
  *  OPUS readme: [ine-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ine-eng/README.md)
  
  *  model: transformer
  * source language(s): afr aln ang_Latn arg asm ast awa bel bel_Latn ben bho bos_Latn bre bul bul_Latn cat ces cor cos csb_Latn cym dan deu dsb egl ell enm_Latn ext fao fra frm_Latn frr fry gcf_Latn gla gle glg glv gom gos got_Goth grc_Grek gsw guj hat hif_Latn hin hrv hsb hye ind isl ita jdt_Cyrl ksh kur_Arab kur_Latn lad lad_Latn lat_Latn lav lij lit lld_Latn lmo ltg ltz mai mar max_Latn mfe min mkd mwl nds nld nno nob nob_Hebr non_Latn npi oci ori orv_Cyrl oss pan_Guru pap pdc pes pes_Latn pes_Thaa pms pnb pol por prg_Latn pus roh rom ron rue rus san_Deva scn sco sgs sin slv snd_Arab spa sqi srp_Cyrl srp_Latn stq swe swg tgk_Cyrl tly_Latn tmw_Latn ukr urd vec wln yid zlm_Latn zsm_Latn zza
  * target language(s): eng
  * model: transformer
  * pre-processing: normalization + SentencePiece (spm32k,spm32k)
  * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/ine-eng/opus2m-2020-08-01.zip)
  * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ine-eng/opus2m-2020-08-01.test.txt)
  * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ine-eng/opus2m-2020-08-01.eval.txt)
  
  ## Benchmarks
  
  | testset               | BLEU  | chr-F |
  |-----------------------|-------|-------|
  | newsdev2014-hineng.hin.eng 	| 11.2 	| 0.375 |
  | newsdev2016-enro-roneng.ron.eng 	| 35.5 	| 0.614 |
  | newsdev2017-enlv-laveng.lav.eng 	| 25.1 	| 0.542 |
  | newsdev2019-engu-gujeng.guj.eng 	| 16.0 	| 0.420 |
  | newsdev2019-enlt-liteng.lit.eng 	| 24.0 	| 0.522 |
  | newsdiscussdev2015-enfr-fraeng.fra.eng 	| 30.1 	| 0.550 |
  | newsdiscusstest2015-enfr-fraeng.fra.eng 	| 33.4 	| 0.572 |
  | newssyscomb2009-ceseng.ces.eng 	| 24.0 	| 0.520 |
  | newssyscomb2009-deueng.deu.eng 	| 25.7 	| 0.526 |
  | newssyscomb2009-fraeng.fra.eng 	| 27.9 	| 0.550 |
  | newssyscomb2009-itaeng.ita.eng 	| 31.4 	| 0.574 |
  | newssyscomb2009-spaeng.spa.eng 	| 28.3 	| 0.555 |
  | news-test2008-deueng.deu.eng 	| 24.0 	| 0.515 |
  | news-test2008-fraeng.fra.eng 	| 24.5 	| 0.524 |
  | news-test2008-spaeng.spa.eng 	| 25.5 	| 0.533 |
  | newstest2009-ceseng.ces.eng 	| 23.3 	| 0.516 |
  | newstest2009-deueng.deu.eng 	| 23.2 	| 0.512 |
  | newstest2009-fraeng.fra.eng 	| 27.3 	| 0.545 |
  | newstest2009-itaeng.ita.eng 	| 30.3 	| 0.567 |
  | newstest2009-spaeng.spa.eng 	| 27.9 	| 0.549 |
  | newstest2010-ceseng.ces.eng 	| 23.8 	| 0.523 |
  | newstest2010-deueng.deu.eng 	| 26.2 	| 0.545 |
  | newstest2010-fraeng.fra.eng 	| 28.6 	| 0.562 |
  | newstest2010-spaeng.spa.eng 	| 31.4 	| 0.581 |
  | newstest2011-ceseng.ces.eng 	| 24.2 	| 0.521 |
  | newstest2011-deueng.deu.eng 	| 23.9 	| 0.522 |
  | newstest2011-fraeng.fra.eng 	| 29.5 	| 0.570 |
  | newstest2011-spaeng.spa.eng 	| 30.3 	| 0.570 |
  | newstest2012-ceseng.ces.eng 	| 23.5 	| 0.516 |
  | newstest2012-deueng.deu.eng 	| 24.9 	| 0.529 |
  | newstest2012-fraeng.fra.eng 	| 30.0 	| 0.568 |
  | newstest2012-ruseng.rus.eng 	| 29.9 	| 0.565 |
  | newstest2012-spaeng.spa.eng 	| 33.3 	| 0.593 |
  | newstest2013-ceseng.ces.eng 	| 25.6 	| 0.531 |
  | newstest2013-deueng.deu.eng 	| 27.7 	| 0.545 |
  | newstest2013-fraeng.fra.eng 	| 30.0 	| 0.561 |
  | newstest2013-ruseng.rus.eng 	| 24.4 	| 0.514 |
  | newstest2013-spaeng.spa.eng 	| 30.8 	| 0.577 |
  | newstest2014-csen-ceseng.ces.eng 	| 27.7 	| 0.558 |
  | newstest2014-deen-deueng.deu.eng 	| 27.7 	| 0.545 |
  | newstest2014-fren-fraeng.fra.eng 	| 32.2 	| 0.592 |
  | newstest2014-hien-hineng.hin.eng 	| 16.7 	| 0.450 |
  | newstest2014-ruen-ruseng.rus.eng 	| 27.2 	| 0.552 |
  | newstest2015-encs-ceseng.ces.eng 	| 25.4 	| 0.518 |
  | newstest2015-ende-deueng.deu.eng 	| 28.8 	| 0.552 |
  | newstest2015-enru-ruseng.rus.eng 	| 25.6 	| 0.527 |
  | newstest2016-encs-ceseng.ces.eng 	| 27.0 	| 0.540 |
  | newstest2016-ende-deueng.deu.eng 	| 33.5 	| 0.592 |
  | newstest2016-enro-roneng.ron.eng 	| 32.8 	| 0.591 |
  | newstest2016-enru-ruseng.rus.eng 	| 24.8 	| 0.523 |
  | newstest2017-encs-ceseng.ces.eng 	| 23.7 	| 0.510 |
  | newstest2017-ende-deueng.deu.eng 	| 29.3 	| 0.556 |
  | newstest2017-enlv-laveng.lav.eng 	| 18.9 	| 0.486 |
  | newstest2017-enru-ruseng.rus.eng 	| 28.0 	| 0.546 |
  | newstest2018-encs-ceseng.ces.eng 	| 24.9 	| 0.521 |
  | newstest2018-ende-deueng.deu.eng 	| 36.0 	| 0.604 |
  | newstest2018-enru-ruseng.rus.eng 	| 23.8 	| 0.517 |
  | newstest2019-deen-deueng.deu.eng 	| 31.5 	| 0.570 |
  | newstest2019-guen-gujeng.guj.eng 	| 12.1 	| 0.377 |
  | newstest2019-lten-liteng.lit.eng 	| 26.6 	| 0.555 |
  | newstest201