--- language: -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 tags: - translation license: apache-2.0 --- ### eng-mul * source group: English * target group: Multiple languages * OPUS readme: [eng-mul](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-mul/README.md) * 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](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-mul/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-mul/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-mul/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: 6bdf998dffa70030e42f512a586f33a15e648edd - port_machine: brutasse - port_time: 2020-08-19-00:09