eng-ine

  • source group: English

  • target group: Indo-European languages

  • OPUS readme: eng-ine

  • model: transformer

  • source language(s): eng

  • target 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

  • 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

  • test set translations: opus2m-2020-08-01.test.txt

  • test set scores: opus2m-2020-08-01.eval.txt

Benchmarks

testset BLEU chr-F
newsdev2014-enghin.eng.hin 6.2 0.317
newsdev2016-enro-engron.eng.ron 22.1 0.525
newsdev2017-enlv-englav.eng.lav 17.4 0.486
newsdev2019-engu-engguj.eng.guj 6.5 0.303
newsdev2019-enlt-englit.eng.lit 14.9 0.476
newsdiscussdev2015-enfr-engfra.eng.fra 26.4 0.547
newsdiscusstest2015-enfr-engfra.eng.fra 30.0 0.575
newssyscomb2009-engces.eng.ces 14.7 0.442
newssyscomb2009-engdeu.eng.deu 16.7 0.487
newssyscomb2009-engfra.eng.fra 24.8 0.547
newssyscomb2009-engita.eng.ita 25.2 0.562
newssyscomb2009-engspa.eng.spa 27.0 0.554
news-test2008-engces.eng.ces 13.0 0.417
news-test2008-engdeu.eng.deu 17.4 0.480
news-test2008-engfra.eng.fra 22.3 0.519
news-test2008-engspa.eng.spa 24.9 0.532
newstest2009-engces.eng.ces 13.6 0.432
newstest2009-engdeu.eng.deu 16.6 0.482
newstest2009-engfra.eng.fra 23.5 0.535
newstest2009-engita.eng.ita 25.5 0.561
newstest2009-engspa.eng.spa 26.3 0.551
newstest2010-engces.eng.ces 14.2 0.436
newstest2010-engdeu.eng.deu 18.3 0.492
newstest2010-engfra.eng.fra 25.7 0.550
newstest2010-engspa.eng.spa 30.5 0.578
newstest2011-engces.eng.ces 15.1 0.439
newstest2011-engdeu.eng.deu 17.1 0.478
newstest2011-engfra.eng.fra 28.0 0.569
newstest2011-engspa.eng.spa 31.9 0.580
newstest2012-engces.eng.ces 13.6 0.418
newstest2012-engdeu.eng.deu 17.0 0.475
newstest2012-engfra.eng.fra 26.1 0.553
newstest2012-engrus.eng.rus 21.4 0.506
newstest2012-engspa.eng.spa 31.4 0.577
newstest2013-engces.eng.ces 15.3 0.438
newstest2013-engdeu.eng.deu 20.3 0.501
newstest2013-engfra.eng.fra 26.0 0.540
newstest2013-engrus.eng.rus 16.1 0.449
newstest2013-engspa.eng.spa 28.6 0.555
newstest2014-hien-enghin.eng.hin 9.5 0.344
newstest2015-encs-engces.eng.ces 14.8 0.440
newstest2015-ende-engdeu.eng.deu 22.6 0.523
newstest2015-enru-engrus.eng.rus 18.8 0.483
newstest2016-encs-engces.eng.ces 16.8 0.457
newstest2016-ende-engdeu.eng.deu 26.2 0.555
newstest2016-enro-engron.eng.ron 21.2 0.510
newstest2016-enru-engrus.eng.rus 17.6 0.471
newstest2017-encs-engces.eng.ces 13.6 0.421
newstest2017-ende-engdeu.eng.deu 21.5 0.516
newstest2017-enlv-englav.eng.lav 13.0 0.452
newstest2017-enru-engrus.eng.rus 18.7 0.486
newstest2018-encs-engces.eng.ces 13.5 0.425
newstest2018-ende-engdeu.eng.deu 29.8 0.581
newstest2018-enru-engrus.eng.rus 16.1 0.472
newstest2019-encs-engces.eng.ces 14.8 0.435
newstest2019-ende-engdeu.eng.deu 26.6 0.554
newstest2019-engu-engguj.eng.guj 6.9 0.313
newstest2019-enlt-englit.eng.lit 10.6 0.429
newstest2019-enru-engrus.eng.rus 17.5 0.452
Tatoeba-test.eng-afr.eng.afr 52.1 0.708
Tatoeba-test.eng-ang.eng.ang 5.1 0.131
Tatoeba-test.eng-arg.eng.arg 1.2 0.099
Tatoeba-test.eng-asm.eng.asm 2.9 0.259
Tatoeba-test.eng-ast.eng.ast 14.1 0.408
Tatoeba-test.eng-awa.eng.awa 0.3 0.002
Tatoeba-test.eng-bel.eng.bel 18.1 0.450
Tatoeba-test.eng-ben.eng.ben 13.5 0.432
Tatoeba-test.eng-bho.eng.bho 0.3 0.003
Tatoeba-test.eng-bre.eng.bre 10.4 0.318
Tatoeba-test.eng-bul.eng.bul 38.7 0.592
Tatoeba-test.eng-cat.eng.cat 42.0 0.633
Tatoeba-test.eng-ces.eng.ces 32.3 0.546
Tatoeba-test.eng-cor.eng.cor 0.5 0.079
Tatoeba-test.eng-cos.eng.cos 3.1 0.148
Tatoeba-test.eng-csb.eng.csb 1.4 0.216
Tatoeba-test.eng-cym.eng.cym 22.4 0.470
Tatoeba-test.eng-dan.eng.dan 49.7 0.671
Tatoeba-test.eng-deu.eng.deu 31.7 0.554
Tatoeba-test.eng-dsb.eng.dsb 1.1 0.139
Tatoeba-test.eng-egl.eng.egl 0.9 0.089
Tatoeba-test.eng-ell.eng.ell 42.7 0.640
Tatoeba-test.eng-enm.eng.enm 3.5 0.259
Tatoeba-test.eng-ext.eng.ext 6.4 0.235
Tatoeba-test.eng-fao.eng.fao 6.6 0.285
Tatoeba-test.eng-fas.eng.fas 5.7 0.257
Tatoeba-test.eng-fra.eng.fra 38.4 0.595
Tatoeba-test.eng-frm.eng.frm 0.9 0.149
Tatoeba-test.eng-frr.eng.frr 8.4 0.145
Tatoeba-test.eng-fry.eng.fry 16.5 0.411
Tatoeba-test.eng-gcf.eng.gcf 0.6 0.098
Tatoeba-test.eng-gla.eng.gla 11.6 0.361
Tatoeba-test.eng-gle.eng.gle 32.5 0.546
Tatoeba-test.eng-glg.eng.glg 38.4 0.602
Tatoeba-test.eng-glv.eng.glv 23.1 0.418
Tatoeba-test.eng-gos.eng.gos 0.7 0.137
Tatoeba-test.eng-got.eng.got 0.2 0.010
Tatoeba-test.eng-grc.eng.grc 0.0 0.005
Tatoeba-test.eng-gsw.eng.gsw 0.9 0.108
Tatoeba-test.eng-guj.eng.guj 20.8 0.391
Tatoeba-test.eng-hat.eng.hat 34.0 0.537
Tatoeba-test.eng-hbs.eng.hbs 33.7 0.567
Tatoeba-test.eng-hif.eng.hif 2.8 0.269
Tatoeba-test.eng-hin.eng.hin 15.6 0.437
Tatoeba-test.eng-hsb.eng.hsb 5.4 0.320
Tatoeba-test.eng-hye.eng.hye 17.4 0.426
Tatoeba-test.eng-isl.eng.isl 17.4 0.436
Tatoeba-test.eng-ita.eng.ita 40.4 0.636
Tatoeba-test.eng-jdt.eng.jdt 6.4 0.008
Tatoeba-test.eng-kok.eng.kok 6.6 0.005
Tatoeba-test.eng-ksh.eng.ksh 0.8 0.123
Tatoeba-test.eng-kur.eng.kur 10.2 0.209
Tatoeba-test.eng-lad.eng.lad 0.8 0.163
Tatoeba-test.eng-lah.eng.lah 0.2 0.001
Tatoeba-test.eng-lat.eng.lat 9.4 0.372
Tatoeba-test.eng-lav.eng.lav 30.3 0.559
Tatoeba-test.eng-lij.eng.lij 1.0 0.130
Tatoeba-test.eng-lit.eng.lit 25.3 0.560
Tatoeba-test.eng-lld.eng.lld 0.4 0.139
Tatoeba-test.eng-lmo.eng.lmo 0.6 0.108
Tatoeba-test.eng-ltz.eng.ltz 18.1 0.388
Tatoeba-test.eng-mai.eng.mai 17.2 0.464
Tatoeba-test.eng-mar.eng.mar 18.0 0.451
Tatoeba-test.eng-mfe.eng.mfe 81.0 0.899
Tatoeba-test.eng-mkd.eng.mkd 37.6 0.587
Tatoeba-test.eng-msa.eng.msa 27.7 0.519
Tatoeba-test.eng.multi 32.6 0.539
Tatoeba-test.eng-mwl.eng.mwl 3.8 0.134
Tatoeba-test.eng-nds.eng.nds 14.3 0.401
Tatoeba-test.eng-nep.eng.nep 0.5 0.002
Tatoeba-test.eng-nld.eng.nld 44.0 0.642
Tatoeba-test.eng-non.eng.non 0.7 0.118
Tatoeba-test.eng-nor.eng.nor 42.7 0.623
Tatoeba-test.eng-oci.eng.oci 7.2 0.295
Tatoeba-test.eng-ori.eng.ori 2.7 0.257
Tatoeba-test.eng-orv.eng.orv 0.2 0.008
Tatoeba-test.eng-oss.eng.oss 2.9 0.264
Tatoeba-test.eng-pan.eng.pan 7.4 0.337
Tatoeba-test.eng-pap.eng.pap 48.5 0.656
Tatoeba-test.eng-pdc.eng.pdc 1.8 0.145
Tatoeba-test.eng-pms.eng.pms 0.7 0.136
Tatoeba-test.eng-pol.eng.pol 31.1 0.563
Tatoeba-test.eng-por.eng.por 37.0 0.605
Tatoeba-test.eng-prg.eng.prg 0.2 0.100
Tatoeba-test.eng-pus.eng.pus 1.0 0.134
Tatoeba-test.eng-roh.eng.roh 2.3 0.236
Tatoeba-test.eng-rom.eng.rom 7.8 0.340
Tatoeba-test.eng-ron.eng.ron 34.3 0.585
Tatoeba-test.eng-rue.eng.rue 0.2 0.010
Tatoeba-test.eng-rus.eng.rus 29.6 0.526
Tatoeba-test.eng-san.eng.san 2.4 0.125
Tatoeba-test.eng-scn.eng.scn 1.6 0.079
Tatoeba-test.eng-sco.eng.sco 33.6 0.562
Tatoeba-test.eng-sgs.eng.sgs 3.4 0.114
Tatoeba-test.eng-sin.eng.sin 9.2 0.349
Tatoeba-test.eng-slv.eng.slv 15.6 0.334
Tatoeba-test.eng-snd.eng.snd 9.1 0.324
Tatoeba-test.eng-spa.eng.spa 43.4 0.645
Tatoeba-test.eng-sqi.eng.sqi 39.0 0.621
Tatoeba-test.eng-stq.eng.stq 10.8 0.373
Tatoeba-test.eng-swe.eng.swe 49.9 0.663
Tatoeba-test.eng-swg.eng.swg 0.7 0.137
Tatoeba-test.eng-tgk.eng.tgk 6.4 0.346
Tatoeba-test.eng-tly.eng.tly 0.5 0.055
Tatoeba-test.eng-ukr.eng.ukr 31.4 0.536
Tatoeba-test.eng-urd.eng.urd 11.1 0.389
Tatoeba-test.eng-vec.eng.vec 1.3 0.110
Tatoeba-test.eng-wln.eng.wln 6.8 0.233
Tatoeba-test.eng-yid.eng.yid 5.8 0.295
Tatoeba-test.eng-zza.eng.zza 0.8 0.086

System Info:

  • hf_name: eng-ine

  • source_languages: eng

  • target_languages: ine

  • opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-ine/README.md

  • original_repo: Tatoeba-Challenge

  • tags: ['translation']

  • languages: ['en', 'ca', 'es', 'os', 'ro', 'fy', 'cy', 'sc', 'is', 'yi', 'lb', 'an', 'sq', 'fr', 'ht', 'rm', 'ps', 'af', 'uk', 'sl', 'lt', 'bg', 'be', 'gd', 'si', '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']

  • src_constituents: {'eng'}

  • tgt_constituents: {'cat', 'spa', 'pap', 'mwl', 'lij', 'bos_Latn', 'lad_Latn', 'lat_Latn', 'pcd', 'oss', 'ron', 'fry', 'cym', 'awa', 'swg', 'zsm_Latn', 'srd', 'gcf_Latn', 'isl', 'yid', 'bho', 'ltz', 'kur_Latn', 'arg', 'pes_Thaa', 'sqi', 'csb_Latn', 'fra', 'hat', 'non_Latn', 'sco', 'pnb', 'roh', 'bul_Latn', 'pus', 'afr', 'ukr', 'slv', 'lit', 'tmw_Latn', 'hsb', 'tly_Latn', 'bul', 'bel', 'got_Goth', 'lat_Grek', 'ext', 'gla', 'mai', 'sin', 'hif_Latn', 'eng', 'bre', 'nob_Hebr', 'prg_Latn', 'ang_Latn', 'aln', 'mkd', 'ori', 'mar', 'afr_Arab', 'san_Deva', 'gos', 'rus', 'fao', 'orv_Cyrl', 'bel_Latn', 'cos', 'zza', 'grc_Grek', 'oci', 'mfe', 'gom', 'bjn', 'sgs', 'tgk_Cyrl', 'hye_Latn', 'pdc', 'srp_Cyrl', 'pol', 'ast', 'glg', 'pms', 'nob', 'ben', 'min', 'srp_Latn', 'zlm_Latn', 'ind', 'rom', 'hye', 'scn', 'enm_Latn', 'lmo', 'npi', 'pes', 'dan', 'rus_Latn', 'jdt_Cyrl', 'gsw', 'glv', 'nld', 'snd_Arab', 'kur_Arab', 'por', 'hin', 'dsb', 'asm', 'lad', 'frm_Latn', 'ksh', 'pan_Guru', 'cor', 'gle', 'swe', 'guj', 'wln', 'lav', 'ell', 'frr', 'rue', 'ita', 'hrv', 'urd', 'stq', 'nno', 'deu', 'lld_Latn', 'ces', 'egl', 'vec', 'max_Latn', 'pes_Latn', 'ltg', 'nds'}

  • src_multilingual: False

  • tgt_multilingual: True

  • prepro: normalization + SentencePiece (spm32k,spm32k)

  • url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ine/opus2m-2020-08-01.zip

  • url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ine/opus2m-2020-08-01.test.txt

  • src_alpha3: eng

  • tgt_alpha3: ine

  • short_pair: en-ine

  • chrF2_score: 0.539

  • bleu: 32.6

  • brevity_penalty: 0.973

  • ref_len: 68664.0

  • src_name: English

  • tgt_name: Indo-European languages

  • train_date: 2020-08-01

  • src_alpha2: en

  • tgt_alpha2: ine

  • prefer_old: False

  • long_pair: eng-ine

  • helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

  • transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

  • port_machine: brutasse

  • port_time: 2020-08-21-14:41

Downloads last month
31
Inference Examples
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social visibility and check back later, or deploy to Inference Endpoints (dedicated) instead.

Spaces using Helsinki-NLP/opus-mt-en-ine 7