Back to all models
Model card Files and versions Use in transformers
translation mask_token:
Query this model
πŸ”₯ This model is currently loaded and running on the Inference API. ⚠️ This model could not be loaded by the inference API. ⚠️ This model can be loaded on the Inference API on-demand.
JSON Output
API endpoint  

⚑️ Upgrade your account to access the Inference API

Share Copied link to clipboard

Contributed by

Language Technology Research Group at the University of Helsinki university
1 team member Β· 1325 models

eng-mul

  • source group: English

  • target group: Multiple languages

  • OPUS readme: eng-mul

  • model: transformer

  • source language(s): eng

  • target language(s): abk acm ady afb afh_Latn afr akl_Latn aln amh ang_Latn apc ara arg arq ary arz asm ast avk_Latn awa aze_Latn bak bam_Latn bel bel_Latn ben bho bod bos_Latn bre brx brx_Latn bul bul_Latn cat ceb ces cha che chr chv cjy_Hans cjy_Hant cmn cmn_Hans cmn_Hant cor cos crh crh_Latn csb_Latn cym dan deu dsb dtp dws_Latn egl ell enm_Latn epo est eus ewe ext fao fij fin fkv_Latn fra frm_Latn frr fry fuc fuv gan gcf_Latn gil gla gle glg glv gom gos got_Goth grc_Grek grn gsw guj hat hau_Latn haw heb hif_Latn hil hin hnj_Latn hoc hoc_Latn hrv hsb hun hye iba ibo ido ido_Latn ike_Latn ile_Latn ilo ina_Latn ind isl ita izh jav jav_Java jbo jbo_Cyrl jbo_Latn jdt_Cyrl jpn kab kal kan kat kaz_Cyrl kaz_Latn kek_Latn kha khm khm_Latn kin kir_Cyrl kjh kpv krl ksh kum kur_Arab kur_Latn lad lad_Latn lao lat_Latn lav ldn_Latn lfn_Cyrl lfn_Latn lij lin lit liv_Latn lkt lld_Latn lmo ltg ltz lug lzh lzh_Hans mad mah mai mal mar max_Latn mdf mfe mhr mic min mkd mlg mlt mnw moh mon mri mwl mww mya myv nan nau nav nds niu nld nno nob nob_Hebr nog non_Latn nov_Latn npi nya oci ori orv_Cyrl oss ota_Arab ota_Latn pag pan_Guru pap pau pdc pes pes_Latn pes_Thaa pms pnb pol por ppl_Latn prg_Latn pus quc qya qya_Latn rap rif_Latn roh rom ron rue run rus sag sah san_Deva scn sco sgs shs_Latn shy_Latn sin sjn_Latn slv sma sme smo sna snd_Arab som spa sqi srp_Cyrl srp_Latn stq sun swe swg swh tah tam tat tat_Arab tat_Latn tel tet tgk_Cyrl tha tir tlh_Latn tly_Latn tmw_Latn toi_Latn ton tpw_Latn tso tuk tuk_Latn tur tvl tyv tzl tzl_Latn udm uig_Arab uig_Cyrl ukr umb urd uzb_Cyrl uzb_Latn vec vie vie_Hani vol_Latn vro war wln wol wuu xal xho yid yor yue yue_Hans yue_Hant zho zho_Hans zho_Hant zlm_Latn zsm_Latn zul 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 5.0 0.288
newsdev2015-enfi-engfin.eng.fin 9.3 0.418
newsdev2016-enro-engron.eng.ron 17.2 0.488
newsdev2016-entr-engtur.eng.tur 8.2 0.402
newsdev2017-enlv-englav.eng.lav 12.9 0.444
newsdev2017-enzh-engzho.eng.zho 17.6 0.170
newsdev2018-enet-engest.eng.est 10.9 0.423
newsdev2019-engu-engguj.eng.guj 5.2 0.284
newsdev2019-enlt-englit.eng.lit 11.0 0.431
newsdiscussdev2015-enfr-engfra.eng.fra 22.6 0.521
newsdiscusstest2015-enfr-engfra.eng.fra 25.9 0.546
newssyscomb2009-engces.eng.ces 10.3 0.394
newssyscomb2009-engdeu.eng.deu 13.3 0.459
newssyscomb2009-engfra.eng.fra 21.5 0.522
newssyscomb2009-enghun.eng.hun 8.1 0.371
newssyscomb2009-engita.eng.ita 22.1 0.540
newssyscomb2009-engspa.eng.spa 23.8 0.531
news-test2008-engces.eng.ces 9.0 0.376
news-test2008-engdeu.eng.deu 14.2 0.451
news-test2008-engfra.eng.fra 19.8 0.500
news-test2008-engspa.eng.spa 22.8 0.518
newstest2009-engces.eng.ces 9.8 0.392
newstest2009-engdeu.eng.deu 13.7 0.454
newstest2009-engfra.eng.fra 20.7 0.514
newstest2009-enghun.eng.hun 8.4 0.370
newstest2009-engita.eng.ita 22.4 0.538
newstest2009-engspa.eng.spa 23.5 0.532
newstest2010-engces.eng.ces 10.0 0.393
newstest2010-engdeu.eng.deu 15.2 0.463
newstest2010-engfra.eng.fra 22.0 0.524
newstest2010-engspa.eng.spa 27.2 0.556
newstest2011-engces.eng.ces 10.8 0.392
newstest2011-engdeu.eng.deu 14.2 0.449
newstest2011-engfra.eng.fra 24.3 0.544
newstest2011-engspa.eng.spa 28.3 0.559
newstest2012-engces.eng.ces 9.9 0.377
newstest2012-engdeu.eng.deu 14.3 0.449
newstest2012-engfra.eng.fra 23.2 0.530
newstest2012-engrus.eng.rus 16.0 0.463
newstest2012-engspa.eng.spa 27.8 0.555
newstest2013-engces.eng.ces 11.0 0.392
newstest2013-engdeu.eng.deu 16.4 0.469
newstest2013-engfra.eng.fra 22.6 0.515
newstest2013-engrus.eng.rus 12.1 0.414
newstest2013-engspa.eng.spa 24.9 0.532
newstest2014-hien-enghin.eng.hin 7.2 0.311
newstest2015-encs-engces.eng.ces 10.9 0.396
newstest2015-ende-engdeu.eng.deu 18.3 0.490
newstest2015-enfi-engfin.eng.fin 10.1 0.421
newstest2015-enru-engrus.eng.rus 14.5 0.445
newstest2016-encs-engces.eng.ces 12.2 0.408
newstest2016-ende-engdeu.eng.deu 21.4 0.517
newstest2016-enfi-engfin.eng.fin 11.2 0.435
newstest2016-enro-engron.eng.ron 16.6 0.472
newstest2016-enru-engrus.eng.rus 13.4 0.435
newstest2016-entr-engtur.eng.tur 8.1 0.385
newstest2017-encs-engces.eng.ces 9.6 0.377
newstest2017-ende-engdeu.eng.deu 17.9 0.482
newstest2017-enfi-engfin.eng.fin 11.8 0.440
newstest2017-enlv-englav.eng.lav 9.6 0.412
newstest2017-enru-engrus.eng.rus 14.1 0.446
newstest2017-entr-engtur.eng.tur 8.0 0.378
newstest2017-enzh-engzho.eng.zho 16.8 0.175
newstest2018-encs-engces.eng.ces 9.8 0.380
newstest2018-ende-engdeu.eng.deu 23.8 0.536
newstest2018-enet-engest.eng.est 11.8 0.433
newstest2018-enfi-engfin.eng.fin 7.8 0.398
newstest2018-enru-engrus.eng.rus 12.2 0.434
newstest2018-entr-engtur.eng.tur 7.5 0.383
newstest2018-enzh-engzho.eng.zho 18.3 0.179
newstest2019-encs-engces.eng.ces 10.7 0.389
newstest2019-ende-engdeu.eng.deu 21.0 0.512
newstest2019-enfi-engfin.eng.fin 10.4 0.420
newstest2019-engu-engguj.eng.guj 5.8 0.297
newstest2019-enlt-englit.eng.lit 8.0 0.388
newstest2019-enru-engrus.eng.rus 13.0 0.415
newstest2019-enzh-engzho.eng.zho 15.0 0.192
newstestB2016-enfi-engfin.eng.fin 9.0 0.414
newstestB2017-enfi-engfin.eng.fin 9.5 0.415
Tatoeba-test.eng-abk.eng.abk 4.2 0.275
Tatoeba-test.eng-ady.eng.ady 0.4 0.006
Tatoeba-test.eng-afh.eng.afh 1.0 0.058
Tatoeba-test.eng-afr.eng.afr 47.0 0.663
Tatoeba-test.eng-akl.eng.akl 2.7 0.080
Tatoeba-test.eng-amh.eng.amh 8.5 0.455
Tatoeba-test.eng-ang.eng.ang 6.2 0.138
Tatoeba-test.eng-ara.eng.ara 6.3 0.325
Tatoeba-test.eng-arg.eng.arg 1.5 0.107
Tatoeba-test.eng-asm.eng.asm 2.1 0.265
Tatoeba-test.eng-ast.eng.ast 15.7 0.393
Tatoeba-test.eng-avk.eng.avk 0.2 0.095
Tatoeba-test.eng-awa.eng.awa 0.1 0.002
Tatoeba-test.eng-aze.eng.aze 19.0 0.500
Tatoeba-test.eng-bak.eng.bak 12.7 0.379
Tatoeba-test.eng-bam.eng.bam 8.3 0.037
Tatoeba-test.eng-bel.eng.bel 13.5 0.396
Tatoeba-test.eng-ben.eng.ben 10.0 0.383
Tatoeba-test.eng-bho.eng.bho 0.1 0.003
Tatoeba-test.eng-bod.eng.bod 0.0 0.147
Tatoeba-test.eng-bre.eng.bre 7.6 0.275
Tatoeba-test.eng-brx.eng.brx 0.8 0.060
Tatoeba-test.eng-bul.eng.bul 32.1 0.542
Tatoeba-test.eng-cat.eng.cat 37.0 0.595
Tatoeba-test.eng-ceb.eng.ceb 9.6 0.409
Tatoeba-test.eng-ces.eng.ces 24.0 0.475
Tatoeba-test.eng-cha.eng.cha 3.9 0.228
Tatoeba-test.eng-che.eng.che 0.7 0.013
Tatoeba-test.eng-chm.eng.chm 2.6 0.212
Tatoeba-test.eng-chr.eng.chr 6.0 0.190
Tatoeba-test.eng-chv.eng.chv 6.5 0.369
Tatoeba-test.eng-cor.eng.cor 0.9 0.086
Tatoeba-test.eng-cos.eng.cos 4.2 0.174
Tatoeba-test.eng-crh.eng.crh 9.9 0.361
Tatoeba-test.eng-csb.eng.csb 3.4 0.230
Tatoeba-test.eng-cym.eng.cym 18.0 0.418
Tatoeba-test.eng-dan.eng.dan 42.5 0.624
Tatoeba-test.eng-deu.eng.deu 25.2 0.505
Tatoeba-test.eng-dsb.eng.dsb 0.9 0.121
Tatoeba-test.eng-dtp.eng.dtp 0.3 0.084
Tatoeba-test.eng-dws.eng.dws 0.2 0.040
Tatoeba-test.eng-egl.eng.egl 0.4 0.085
Tatoeba-test.eng-ell.eng.ell 28.7 0.543
Tatoeba-test.eng-enm.eng.enm 3.3 0.295
Tatoeba-test.eng-epo.eng.epo 33.4 0.570
Tatoeba-test.eng-est.eng.est 30.3 0.545
Tatoeba-test.eng-eus.eng.eus 18.5 0.486
Tatoeba-test.eng-ewe.eng.ewe 6.8 0.272
Tatoeba-test.eng-ext.eng.ext 5.0 0.228
Tatoeba-test.eng-fao.eng.fao 5.2 0.277
Tatoeba-test.eng-fas.eng.fas 6.9 0.265
Tatoeba-test.eng-fij.eng.fij 31.5 0.365
Tatoeba-test.eng-fin.eng.fin 18.5 0.459
Tatoeba-test.eng-fkv.eng.fkv 0.9 0.132
Tatoeba-test.eng-fra.eng.fra 31.5 0.546
Tatoeba-test.eng-frm.eng.frm 0.9 0.128
Tatoeba-test.eng-frr.eng.frr 3.0 0.025
Tatoeba-test.eng-fry.eng.fry 14.4 0.387
Tatoeba-test.eng-ful.eng.ful 0.4 0.061
Tatoeba-test.eng-gcf.eng.gcf 0.3 0.075
Tatoeba-test.eng-gil.eng.gil 47.4 0.706
Tatoeba-test.eng-gla.eng.gla 10.9 0.341
Tatoeba-test.eng-gle.eng.gle 26.8 0.493
Tatoeba-test.eng-glg.eng.glg 32.5 0.565
Tatoeba-test.eng-glv.eng.glv 21.5 0.395
Tatoeba-test.eng-gos.eng.gos 0.3 0.124
Tatoeba-test.eng-got.eng.got 0.2 0.010
Tatoeba-test.eng-grc.eng.grc 0.0 0.005
Tatoeba-test.eng-grn.eng.grn 1.5 0.129
Tatoeba-test.eng-gsw.eng.gsw 0.6 0.106
Tatoeba-test.eng-guj.eng.guj 15.4 0.347
Tatoeba-test.eng-hat.eng.hat 31.1 0.527
Tatoeba-test.eng-hau.eng.hau 6.5 0.385
Tatoeba-test.eng-haw.eng.haw 0.2 0.066
Tatoeba-test.eng-hbs.eng.hbs 28.7 0.531
Tatoeba-test.eng-heb.eng.heb 21.3 0.443
Tatoeba-test.eng-hif.eng.hif 2.8 0.268
Tatoeba-test.eng-hil.eng.hil 12.0 0.463
Tatoeba-test.eng-hin.eng.hin 13.0 0.401
Tatoeba-test.eng-hmn.eng.hmn 0.2 0.073
Tatoeba-test.eng-hoc.eng.hoc 0.2 0.077
Tatoeba-test.eng-hsb.eng.hsb 5.7 0.308
Tatoeba-test.eng-hun.eng.hun 17.1 0.431
Tatoeba-test.eng-hye.eng.hye 15.0 0.378
Tatoeba-test.eng-iba.eng.iba 16.0 0.437
Tatoeba-test.eng-ibo.eng.ibo 2.9 0.221
Tatoeba-test.eng-ido.eng.ido 11.5 0.403
Tatoeba-test.eng-iku.eng.iku 2.3 0.089
Tatoeba-test.eng-ile.eng.ile 4.3 0.282
Tatoeba-test.eng-ilo.eng.ilo 26.4 0.522
Tatoeba-test.eng-ina.eng.ina 20.9 0.493
Tatoeba-test.eng-isl.eng.isl 12.5 0.375
Tatoeba-test.eng-ita.eng.ita 33.9 0.592
Tatoeba-test.eng-izh.eng.izh 4.6 0.050
Tatoeba-test.eng-jav.eng.jav 7.8 0.328
Tatoeba-test.eng-jbo.eng.jbo 0.1 0.123
Tatoeba-test.eng-jdt.eng.jdt 6.4 0.008
Tatoeba-test.eng-jpn.eng.jpn 0.0 0.000
Tatoeba-test.eng-kab.eng.kab 5.9 0.261
Tatoeba-test.eng-kal.eng.kal 13.4 0.382
Tatoeba-test.eng-kan.eng.kan 4.8 0.358
Tatoeba-test.eng-kat.eng.kat 1.8 0.115
Tatoeba-test.eng-kaz.eng.kaz 8.8 0.354
Tatoeba-test.eng-kek.eng.kek 3.7 0.188
Tatoeba-test.eng-kha.eng.kha 0.5 0.094
Tatoeba-test.eng-khm.eng.khm 0.4 0.243
Tatoeba-test.eng-kin.eng.kin 5.2 0.362
Tatoeba-test.eng-kir.eng.kir 17.2 0.416
Tatoeba-test.eng-kjh.eng.kjh 0.6 0.009
Tatoeba-test.eng-kok.eng.kok 5.5 0.005
Tatoeba-test.eng-kom.eng.kom 2.4 0.012
Tatoeba-test.eng-krl.eng.krl 2.0 0.099
Tatoeba-test.eng-ksh.eng.ksh 0.4 0.074
Tatoeba-test.eng-kum.eng.kum 0.9 0.007
Tatoeba-test.eng-kur.eng.kur 9.1 0.174
Tatoeba-test.eng-lad.eng.lad 1.2 0.154
Tatoeba-test.eng-lah.eng.lah 0.1 0.001
Tatoeba-test.eng-lao.eng.lao 0.6 0.426
Tatoeba-test.eng-lat.eng.lat 8.2 0.366
Tatoeba-test.eng-lav.eng.lav 20.4 0.475
Tatoeba-test.eng-ldn.eng.ldn 0.3 0.059
Tatoeba-test.eng-lfn.eng.lfn 0.5 0.104
Tatoeba-test.eng-lij.eng.lij 0.2 0.094
Tatoeba-test.eng-lin.eng.lin 1.2 0.276
Tatoeba-test.eng-lit.eng.lit 17.4 0.488
Tatoeba-test.eng-liv.eng.liv 0.3 0.039
Tatoeba-test.eng-lkt.eng.lkt 0.3 0.041
Tatoeba-test.eng-lld.eng.lld 0.1 0.083
Tatoeba-test.eng-lmo.eng.lmo 1.4 0.154
Tatoeba-test.eng-ltz.eng.ltz 19.1 0.395
Tatoeba-test.eng-lug.eng.lug 4.2 0.382
Tatoeba-test.eng-mad.eng.mad 2.1 0.075
Tatoeba-test.eng-mah.eng.mah 9.5 0.331
Tatoeba-test.eng-mai.eng.mai 9.3 0.372
Tatoeba-test.eng-mal.eng.mal 8.3 0.437
Tatoeba-test.eng-mar.eng.mar 13.5 0.410
Tatoeba-test.eng-mdf.eng.mdf 2.3 0.008
Tatoeba-test.eng-mfe.eng.mfe 83.6 0.905
Tatoeba-test.eng-mic.eng.mic 7.6 0.214
Tatoeba-test.eng-mkd.eng.mkd 31.8 0.540
Tatoeba-test.eng-mlg.eng.mlg 31.3 0.464
Tatoeba-test.eng-mlt.eng.mlt 11.7 0.427
Tatoeba-test.eng-mnw.eng.mnw 0.1 0.000
Tatoeba-test.eng-moh.eng.moh 0.6 0.067
Tatoeba-test.eng-mon.eng.mon 8.5 0.323
Tatoeba-test.eng-mri.eng.mri 8.5 0.320
Tatoeba-test.eng-msa.eng.msa 24.5 0.498
Tatoeba-test.eng.multi 22.4 0.451
Tatoeba-test.eng-mwl.eng.mwl 3.8 0.169
Tatoeba-test.eng-mya.eng.mya 0.2 0.123
Tatoeba-test.eng-myv.eng.myv 1.1 0.014
Tatoeba-test.eng-nau.eng.nau 0.6 0.109
Tatoeba-test.eng-nav.eng.nav 1.8 0.149
Tatoeba-test.eng-nds.eng.nds 11.3 0.365
Tatoeba-test.eng-nep.eng.nep 0.5 0.004
Tatoeba-test.eng-niu.eng.niu 34.4 0.501
Tatoeba-test.eng-nld.eng.nld 37.6 0.598
Tatoeba-test.eng-nog.eng.nog 0.2 0.010
Tatoeba-test.eng-non.eng.non 0.2 0.096
Tatoeba-test.eng-nor.eng.nor 36.3 0.577
Tatoeba-test.eng-nov.eng.nov 0.9 0.180
Tatoeba-test.eng-nya.eng.nya 9.8 0.524
Tatoeba-test.eng-oci.eng.oci 6.3 0.288
Tatoeba-test.eng-ori.eng.ori 5.3 0.273
Tatoeba-test.eng-orv.eng.orv 0.2 0.007
Tatoeba-test.eng-oss.eng.oss 3.0 0.230
Tatoeba-test.eng-ota.eng.ota 0.2 0.053
Tatoeba-test.eng-pag.eng.pag 20.2 0.513
Tatoeba-test.eng-pan.eng.pan 6.4 0.301
Tatoeba-test.eng-pap.eng.pap 44.7 0.624
Tatoeba-test.eng-pau.eng.pau 0.8 0.098
Tatoeba-test.eng-pdc.eng.pdc 2.9 0.143
Tatoeba-test.eng-pms.eng.pms 0.6 0.124
Tatoeba-test.eng-pol.eng.pol 22.7 0.500
Tatoeba-test.eng-por.eng.por 31.6 0.570
Tatoeba-test.eng-ppl.eng.ppl 0.5 0.085
Tatoeba-test.eng-prg.eng.prg 0.1 0.078
Tatoeba-test.eng-pus.eng.pus 0.9 0.137
Tatoeba-test.eng-quc.eng.quc 2.7 0.255
Tatoeba-test.eng-qya.eng.qya 0.4 0.084
Tatoeba-test.eng-rap.eng.rap 1.9 0.050
Tatoeba-test.eng-rif.eng.rif 1.3 0.102
Tatoeba-test.eng-roh.eng.roh 1.4 0.169
Tatoeba-test.eng-rom.eng.rom 7.8 0.329
Tatoeba-test.eng-ron.eng.ron 27.0 0.530
Tatoeba-test.eng-rue.eng.rue 0.1 0.009
Tatoeba-test.eng-run.eng.run 9.8 0.434
Tatoeba-test.eng-rus.eng.rus 22.2 0.465
Tatoeba-test.eng-sag.eng.sag 4.8 0.155
Tatoeba-test.eng-sah.eng.sah 0.2 0.007
Tatoeba-test.eng-san.eng.san 1.7 0.143
Tatoeba-test.eng-scn.eng.scn 1.5 0.083
Tatoeba-test.eng-sco.eng.sco 30.3 0.514
Tatoeba-test.eng-sgs.eng.sgs 1.6 0.104
Tatoeba-test.eng-shs.eng.shs 0.7 0.049
Tatoeba-test.eng-shy.eng.shy 0.6 0.064
Tatoeba-test.eng-sin.eng.sin 5.4 0.317
Tatoeba-test.eng-sjn.eng.sjn 0.3 0.074
Tatoeba-test.eng-slv.eng.slv 12.8 0.313
Tatoeba-test.eng-sma.eng.sma 0.8 0.063
Tatoeba-test.eng-sme.eng.sme 13.2 0.290
Tatoeba-test.eng-smo.eng.smo 12.1 0.416
Tatoeba-test.eng-sna.eng.sna 27.1 0.533
Tatoeba-test.eng-snd.eng.snd 6.0 0.359
Tatoeba-test.eng-som.eng.som 16.0 0.274
Tatoeba-test.eng-spa.eng.spa 36.7 0.603
Tatoeba-test.eng-sqi.eng.sqi 32.3 0.573
Tatoeba-test.eng-stq.eng.stq 0.6 0.198
Tatoeba-test.eng-sun.eng.sun 39.0 0.447
Tatoeba-test.eng-swa.eng.swa 1.1 0.109
Tatoeba-test.eng-swe.eng.swe 42.7 0.614
Tatoeba-test.eng-swg.eng.swg 0.6 0.118
Tatoeba-test.eng-tah.eng.tah 12.4 0.294
Tatoeba-test.eng-tam.eng.tam 5.0 0.404
Tatoeba-test.eng-tat.eng.tat 9.9 0.326
Tatoeba-test.eng-tel.eng.tel 4.7 0.326
Tatoeba-test.eng-tet.eng.tet 0.7 0.100
Tatoeba-test.eng-tgk.eng.tgk 5.5 0.304
Tatoeba-test.eng-tha.eng.tha 2.2 0.456
Tatoeba-test.eng-tir.eng.tir 1.5 0.197
Tatoeba-test.eng-tlh.eng.tlh 0.0 0.032
Tatoeba-test.eng-tly.eng.tly 0.3 0.061
Tatoeba-test.eng-toi.eng.toi 8.3 0.219
Tatoeba-test.eng-ton.eng.ton 32.7 0.619
Tatoeba-test.eng-tpw.eng.tpw 1.4 0.136
Tatoeba-test.eng-tso.eng.tso 9.6 0.465
Tatoeba-test.eng-tuk.eng.tuk 9.4 0.383
Tatoeba-test.eng-tur.eng.tur 24.1 0.542
Tatoeba-test.eng-tvl.eng.tvl 8.9 0.398
Tatoeba-test.eng-tyv.eng.tyv 10.4 0.249
Tatoeba-test.eng-tzl.eng.tzl 0.2 0.098
Tatoeba-test.eng-udm.eng.udm 6.5 0.212
Tatoeba-test.eng-uig.eng.uig 2.1 0.266
Tatoeba-test.eng-ukr.eng.ukr 24.3 0.479
Tatoeba-test.eng-umb.eng.umb 4.4 0.274
Tatoeba-test.eng-urd.eng.urd 8.6 0.344
Tatoeba-test.eng-uzb.eng.uzb 6.9 0.343
Tatoeba-test.eng-vec.eng.vec 1.0 0.094
Tatoeba-test.eng-vie.eng.vie 23.2 0.420
Tatoeba-test.eng-vol.eng.vol 0.3 0.086
Tatoeba-test.eng-war.eng.war 11.4 0.415
Tatoeba-test.eng-wln.eng.wln 8.4 0.218
Tatoeba-test.eng-wol.eng.wol 11.5 0.252
Tatoeba-test.eng-xal.eng.xal 0.1 0.007
Tatoeba-test.eng-xho.eng.xho 19.5 0.552
Tatoeba-test.eng-yid.eng.yid 4.0 0.256
Tatoeba-test.eng-yor.eng.yor 8.8 0.247
Tatoeba-test.eng-zho.eng.zho 21.8 0.192
Tatoeba-test.eng-zul.eng.zul 34.3 0.655
Tatoeba-test.eng-zza.eng.zza 0.5 0.080

System Info:

  • hf_name: eng-mul

  • source_languages: eng

  • target_languages: mul

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

  • original_repo: Tatoeba-Challenge

  • tags: ['translation']

  • languages: ['en', 'ca', 'es', 'os', 'eo', 'ro', 'fy', 'cy', 'is', 'lb', 'su', 'an', 'sq', 'fr', 'ht', 'rm', 'cv', 'ig', 'am', 'eu', 'tr', 'ps', 'af', 'ny', 'ch', 'uk', 'sl', 'lt', 'tk', 'sg', 'ar', 'lg', 'bg', 'be', 'ka', 'gd', 'ja', 'si', 'br', 'mh', 'km', 'th', 'ty', 'rw', 'te', 'mk', 'or', 'wo', 'kl', 'mr', 'ru', 'yo', 'hu', 'fo', 'zh', 'ti', 'co', 'ee', 'oc', 'sn', 'mt', 'ts', 'pl', 'gl', 'nb', 'bn', 'tt', 'bo', 'lo', 'id', 'gn', 'nv', 'hy', 'kn', 'to', 'io', 'so', 'vi', 'da', 'fj', 'gv', 'sm', 'nl', 'mi', 'pt', 'hi', 'se', 'as', 'ta', 'et', 'kw', 'ga', 'sv', 'ln', 'na', 'mn', 'gu', 'wa', 'lv', 'jv', 'el', 'my', 'ba', 'it', 'hr', 'ur', 'ce', 'nn', 'fi', 'mg', 'rn', 'xh', 'ab', 'de', 'cs', 'he', 'zu', 'yi', 'ml', 'mul']

  • src_constituents: {'eng'}

  • tgt_constituents: {'sjn_Latn', 'cat', 'nan', 'spa', 'ile_Latn', 'pap', 'mwl', 'uzb_Latn', 'mww', 'hil', 'lij', 'avk_Latn', 'lad_Latn', 'lat_Latn', 'bos_Latn', 'oss', 'epo', 'ron', 'fry', 'cym', 'toi_Latn', 'awa', 'swg', 'zsm_Latn', 'zho_Hant', 'gcf_Latn', 'uzb_Cyrl', 'isl', 'lfn_Latn', 'shs_Latn', 'nov_Latn', 'bho', 'ltz', 'lzh', 'kur_Latn', 'sun', 'arg', 'pes_Thaa', 'sqi', 'uig_Arab', 'csb_Latn', 'fra', 'hat', 'liv_Latn', 'non_Latn', 'sco', 'cmn_Hans', 'pnb', 'roh', 'chv', 'ibo', 'bul_Latn', 'amh', 'lfn_Cyrl', 'eus', 'fkv_Latn', 'tur', 'pus', 'afr', 'brx_Latn', 'nya', 'acm', 'ota_Latn', 'cha', 'ukr', 'xal', 'slv', 'lit', 'zho_Hans', 'tmw_Latn', 'kjh', 'ota_Arab', 'war', 'tuk', 'sag', 'myv', 'hsb', 'lzh_Hans', 'ara', 'tly_Latn', 'lug', 'brx', 'bul', 'bel', 'vol_Latn', 'kat', 'gan', 'got_Goth', 'vro', 'ext', 'afh_Latn', 'gla', 'jpn', 'udm', 'mai', 'ary', 'sin', 'tvl', 'hif_Latn', 'cjy_Hant', 'bre', 'ceb', 'mah', 'nob_Hebr', 'crh_Latn', 'prg_Latn', 'khm', 'ang_Latn', 'tha', 'tah', 'tzl', 'aln', 'kin', 'tel', 'ady', 'mkd', 'ori', 'wol', 'aze_Latn', 'jbo', 'niu', 'kal', 'mar', 'vie_Hani', 'arz', 'yue', 'kha', 'san_Deva', 'jbo_Latn', 'gos', 'hau_Latn', 'rus', 'quc', 'cmn', 'yor', 'hun', 'uig_Cyrl', 'fao', 'mnw', 'zho', 'orv_Cyrl', 'iba', 'bel_Latn', 'tir', 'afb', 'crh', 'mic', 'cos', 'swh', 'sah', 'krl', 'ewe', 'apc', 'zza', 'chr', 'grc_Grek', 'tpw_Latn', 'oci', 'mfe', 'sna', 'kir_Cyrl', 'tat_Latn', 'gom', 'ido_Latn', 'sgs', 'pau', 'tgk_Cyrl', 'nog', 'mlt', 'pdc', 'tso', 'srp_Cyrl', 'pol', 'ast', 'glg', 'pms', 'fuc', 'nob', 'qya', 'ben', 'tat', 'kab', 'min', 'srp_Latn', 'wuu', 'dtp', 'jbo_Cyrl', 'tet', 'bod', 'yue_Hans', 'zlm_Latn', 'lao', 'ind', 'grn', 'nav', 'kaz_Cyrl', 'rom', 'hye', 'kan', 'ton', 'ido', 'mhr', 'scn', 'som', 'rif_Latn', 'vie', 'enm_Latn', 'lmo', 'npi', 'pes', 'dan', 'fij', 'ina_Latn', 'cjy_Hans', 'jdt_Cyrl', 'gsw', 'glv', 'khm_Latn', 'smo', 'umb', 'sma', 'gil', 'nld', 'snd_Arab', 'arq', 'mri', 'kur_Arab', 'por', 'hin', 'shy_Latn', 'sme', 'rap', 'tyv', 'dsb', 'moh', 'asm', 'lad', 'yue_Hant', 'kpv', 'tam', 'est', 'frm_Latn', 'hoc_Latn', 'bam_Latn', 'kek_Latn', 'ksh', 'tlh_Latn', 'ltg', 'pan_Guru', 'hnj_Latn', 'cor', 'gle', 'swe', 'lin', 'qya_Latn', 'kum', 'mad', 'cmn_Hant', 'fuv', 'nau', 'mon', 'akl_Latn', 'guj', 'kaz_Latn', 'wln', 'tuk_Latn', 'jav_Java', 'lav', 'jav', 'ell', 'frr', 'mya', 'bak', 'rue', 'ita', 'hrv', 'izh', 'ilo', 'dws_Latn', 'urd', 'stq', 'tat_Arab', 'haw', 'che', 'pag', 'nno', 'fin', 'mlg', 'ppl_Latn', 'run', 'xho', 'abk', 'deu', 'hoc', 'lkt', 'lld_Latn', 'tzl_Latn', 'mdf', 'ike_Latn', 'ces', 'ldn_Latn', 'egl', 'heb', 'vec', 'zul', 'max_Latn', 'pes_Latn', 'yid', 'mal', 'nds'}

  • src_multilingual: False

  • tgt_multilingual: True

  • prepro: normalization + SentencePiece (spm32k,spm32k)

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

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

  • src_alpha3: eng

  • tgt_alpha3: mul

  • short_pair: en-mul

  • chrF2_score: 0.451

  • bleu: 22.4

  • brevity_penalty: 0.987

  • ref_len: 68724.0

  • src_name: English

  • tgt_name: Multiple languages

  • train_date: 2020-08-01

  • src_alpha2: en

  • tgt_alpha2: mul

  • prefer_old: False

  • long_pair: eng-mul

  • helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

  • transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

  • port_machine: brutasse

  • port_time: 2020-08-21-14:41