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-ine
  
  * source group: Indo-European languages 
  * target group: Indo-European languages 
  *  OPUS readme: [ine-ine](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ine-ine/README.md)
  
  *  model: transformer
  * source language(s): afr afr_Arab aln ang_Latn arg asm ast awa bel bel_Latn ben bho bjn bos_Latn bre bul bul_Latn cat ces cor cos csb_Latn cym dan deu dsb egl ell eng 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 hye_Latn ind isl ita jdt_Cyrl ksh kur_Arab kur_Latn lad lad_Latn lat_Grek 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 pcd pdc pes pes_Latn pes_Thaa pms pnb pol por prg_Latn pus roh rom ron rue rus rus_Latn san_Deva scn sco sgs sin slv snd_Arab spa sqi srd 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): afr afr_Arab aln ang_Latn arg asm ast awa bel bel_Latn ben bho bjn bos_Latn bre bul bul_Latn cat ces cor cos csb_Latn cym dan deu dsb egl ell eng 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 hye_Latn ind isl ita jdt_Cyrl ksh kur_Arab kur_Latn lad lad_Latn lat_Grek 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 pcd pdc pes pes_Latn pes_Thaa pms pnb pol por prg_Latn pus roh rom ron rue rus rus_Latn san_Deva scn sco sgs sin slv snd_Arab spa sqi srd srp_Cyrl srp_Latn stq swe swg tgk_Cyrl tly_Latn tmw_Latn ukr urd vec wln yid zlm_Latn zsm_Latn zza
  * 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-2020-07-27.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/ine-ine/opus-2020-07-27.zip)
  * test set translations: [opus-2020-07-27.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ine-ine/opus-2020-07-27.test.txt)
  * test set scores: [opus-2020-07-27.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ine-ine/opus-2020-07-27.eval.txt)
  
  ## Benchmarks
  
  | testset               | BLEU  | chr-F |
  |-----------------------|-------|-------|
  | euelections_dev2019.de-fr-deufra.deu.fra 	| 19.2 	| 0.482 |
  | euelections_dev2019.fr-de-fradeu.fra.deu 	| 15.8 	| 0.470 |
  | newsdev2014-enghin.eng.hin 	| 4.0 	| 0.245 |
  | newsdev2014-hineng.hin.eng 	| 6.8 	| 0.301 |
  | newsdev2016-enro-engron.eng.ron 	| 17.3 	| 0.470 |
  | newsdev2016-enro-roneng.ron.eng 	| 26.0 	| 0.534 |
  | newsdev2017-enlv-englav.eng.lav 	| 12.1 	| 0.416 |
  | newsdev2017-enlv-laveng.lav.eng 	| 15.9 	| 0.443 |
  | newsdev2019-engu-engguj.eng.guj 	| 2.5 	| 0.200 |
  | newsdev2019-engu-gujeng.guj.eng 	| 7.1 	| 0.302 |
  | newsdev2019-enlt-englit.eng.lit 	| 10.6 	| 0.407 |
  | newsdev2019-enlt-liteng.lit.eng 	| 14.9 	| 0.428 |
  | newsdiscussdev2015-enfr-engfra.eng.fra 	| 22.6 	| 0.507 |
  | newsdiscussdev2015-enfr-fraeng.fra.eng 	| 23.5 	| 0.495 |
  | newsdiscusstest2015-enfr-engfra.eng.fra 	| 25.1 	| 0.528 |
  | newsdiscusstest2015-enfr-fraeng.fra.eng 	| 26.4 	| 0.517 |
  | newssyscomb2009-cesdeu.ces.deu 	| 13.1 	| 0.432 |
  | newssyscomb2009-ceseng.ces.eng 	| 18.4 	| 0.463 |
  | newssyscomb2009-cesfra.ces.fra 	| 15.5 	| 0.452 |
  | newssyscomb2009-cesita.ces.ita 	| 14.8 	| 0.458 |
  | newssyscomb2009-cesspa.ces.spa 	| 18.4 	| 0.462 |
  | newssyscomb2009-deuces.deu.ces 	| 10.5 	| 0.381 |
  | newssyscomb2009-deueng.deu.eng 	| 19.5 	| 0.467 |
  | newssyscomb2009-deufra.deu.fra 	| 16.4 	| 0.459 |
  | newssyscomb2009-deuita.deu.ita 	| 15.5 	| 0.456 |
  | newssyscomb2009-deuspa.deu.spa 	| 18.4 	| 0.466 |
  | newssyscomb2009-engces.eng.ces 	| 11.9 	| 0.394 |
  | newssyscomb2009-engdeu.eng.deu 	| 13.9 	| 0.446 |
  | newssyscomb2009-engfra.eng.fra 	| 20.7 	| 0.502 |
  | newssyscomb2009-engita.eng.ita 	| 21.3 	| 0.516 |
  | newssyscomb2009-engspa.eng.spa 	| 22.3 	| 0.506 |
  | newssyscomb2009-fraces.fra.ces 	| 11.5 	| 0.390 |
  | newssyscomb2009-fradeu.fra.deu 	| 13.4 	| 0.437 |
  | newssyscomb2009-fraeng.fra.eng 	| 22.8 	| 0.499 |
  | newssyscomb2009-fraita.fra.ita 	| 22.2 	| 0.533 |
  | newssyscomb2009-fraspa.fra.spa 	| 26.2 	| 0.539 |
  | newssyscomb2009-itaces.ita.ces 	| 12.3 	| 0.397 |
  | newssyscomb2009-itadeu.ita.deu 	| 13.3 	| 0.436 |
  | newssyscomb2009-itaeng.ita.eng 	| 24.7 	| 0.517 |
  | newssyscomb2009-itafra.ita.fra 	| 24.0 	| 0.528 |
  | newssyscomb2009-itaspa.ita.spa 	| 26.3 	| 0.537 |
  | newssyscomb2009-spaces.spa.ces 	| 12.0 	| 0.400 |