opus-mt-mul-en開源機器翻譯模型 - 免費支持超100種語言到英語翻譯

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Opus Mt Mul En

由Helsinki-NLP開發

這是一個基於Transformer架構的多語言到英語的機器翻譯模型，支持超過100種語言的翻譯任務。

機器翻譯

Transformers

支持多種語言開源協議:Apache-2.0 #多語言支持 #低資源語言翻譯 #標準化預處理

下載量 173.61k

發布時間 : 3/2/2022

模型概述

該模型專注於將多種語言翻譯成英語，採用標準化預處理和SentencePiece分詞技術，適用於大規模多語言翻譯場景。

模型特點

廣泛的語言支持

支持超過100種語言的翻譯任務，涵蓋全球主要語系和地區性語言。

標準化預處理

採用標準化預處理流程，確保輸入文本的一致性和翻譯質量。

SentencePiece分詞

使用spm32k SentencePiece分詞技術，有效處理多語言文本。

模型能力

多語言文本翻譯

大規模並行翻譯

跨語言信息轉換

使用案例

跨語言交流

多語言內容本地化

將非英語內容翻譯成英語，便於全球傳播。

學術研究

多語言文獻翻譯

幫助研究人員獲取非英語學術資料的英文版本。

🚀 多語言到英語翻譯模型

本項目提供了一個多語言到英語的翻譯模型，支持眾多語言的翻譯，採用了Transformer架構，具備一定的翻譯性能，可用於多種語言的翻譯任務。

🚀 快速開始

你可以通過以下鏈接獲取相關資源：

原始權重下載：opus2m-2020-08-01.zip
測試集翻譯：opus2m-2020-08-01.test.txt
測試集得分：opus2m-2020-08-01.eval.txt
OPUS說明文檔：mul-eng

✨ 主要特性

多語言支持：支持眾多語言的翻譯，涵蓋了全球多種語系。
模型架構：採用Transformer架構進行翻譯任務。
預處理：經過歸一化和SentencePiece（spm32k,spm32k）預處理。

📚 詳細文檔

模型信息

屬性	詳情
源語言組	多種語言
目標語言組	英語
模型類型	Transformer
源語言	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
目標語言	eng
預處理	歸一化 + SentencePiece（spm32k,spm32k）

基準測試

測試集	BLEU	chr-F
newsdev2014-hineng.hin.eng	8.5	0.341
newsdev2015-enfi-fineng.fin.eng	16.8	0.441
newsdev2016-enro-roneng.ron.eng	31.3	0.580
newsdev2016-entr-tureng.tur.eng	16.4	0.422
newsdev2017-enlv-laveng.lav.eng	21.3	0.502
newsdev2017-enzh-zhoeng.zho.eng	12.7	0.409
newsdev2018-enet-esteng.est.eng	19.8	0.467
newsdev2019-engu-gujeng.guj.eng	13.3	0.385
newsdev2019-enlt-liteng.lit.eng	19.9	0.482
newsdiscussdev2015-enfr-fraeng.fra.eng	26.7	0.520
newsdiscusstest2015-enfr-fraeng.fra.eng	29.8	0.541
newssyscomb2009-ceseng.ces.eng	21.1	0.487
newssyscomb2009-deueng.deu.eng	22.6	0.499
newssyscomb2009-fraeng.fra.eng	25.8	0.530
newssyscomb2009-huneng.hun.eng	15.1	0.430
newssyscomb2009-itaeng.ita.eng	29.4	0.555
newssyscomb2009-spaeng.spa.eng	26.1	0.534
news-test2008-deueng.deu.eng	21.6	0.491
news-test2008-fraeng.fra.eng	22.3	0.502
news-test2008-spaeng.spa.eng	23.6	0.514
newstest2009-ceseng.ces.eng	19.8	0.480
newstest2009-deueng.deu.eng	20.9	0.487
newstest2009-fraeng.fra.eng	25.0	0.523
newstest2009-huneng.hun.eng	14.7	0.425
newstest2009-itaeng.ita.eng	27.6	0.542
newstest2009-spaeng.spa.eng	25.7	0.530
newstest2010-ceseng.ces.eng	20.6	0.491
newstest2010-deueng.deu.eng	23.4	0.517
newstest2010-fraeng.fra.eng	26.1	0.537
newstest2010-spaeng.spa.eng	29.1	0.561
newstest2011-ceseng.ces.eng	21.0	0.489
newstest2011-deueng.deu.eng	21.3	0.494
newstest2011-fraeng.fra.eng	26.8	0.546
newstest2011-spaeng.spa.eng	28.2	0.549
newstest2012-ceseng.ces.eng	20.5	0.485
newstest2012-deueng.deu.eng	22.3	0.503
newstest2012-fraeng.fra.eng	27.5	0.545
newstest2012-ruseng.rus.eng	26.6	0.532
newstest2012-spaeng.spa.eng	30.3	0.567
newstest2013-ceseng.ces.eng	22.5	0.498
newstest2013-deueng.deu.eng	25.0	0.518
newstest2013-fraeng.fra.eng	27.4	0.537
newstest2013-ruseng.rus.eng	21.6	0.484
newstest2013-spaeng.spa.eng	28.4	0.555
newstest2014-csen-ceseng.ces.eng	24.0	0.517
newstest2014-deen-deueng.deu.eng	24.1	0.511
newstest2014-fren-fraeng.fra.eng	29.1	0.563
newstest2014-hien-hineng.hin.eng	14.0	0.414
newstest2014-ruen-ruseng.rus.eng	24.0	0.521
newstest2015-encs-ceseng.ces.eng	21.9	0.481
newstest2015-ende-deueng.deu.eng	25.5	0.519
newstest2015-enfi-fineng.fin.eng	17.4	0.441
newstest2015-enru-ruseng.rus.eng	22.4	0.494
newstest2016-encs-ceseng.ces.eng	23.0	0.500
newstest2016-ende-deueng.deu.eng	30.1	0.560
newstest2016-enfi-fineng.fin.eng	18.5	0.461
newstest2016-enro-roneng.ron.eng	29.6	0.562
newstest2016-enru-ruseng.rus.eng	22.0	0.495
newstest2016-entr-tureng.tur.eng	14.8	0.415
newstest2017-encs-ceseng.ces.eng	20.2	0.475
newstest2017-ende-deueng.deu.eng	26.0	0.523
newstest2017-enfi-fineng.fin.eng	19.6	0.465
newstest2017-enlv-laveng.lav.eng	16.2	0.454
newstest2017-enru-ruseng.rus.eng	24.2	0.510
newstest2017-entr-tureng.tur.eng	15.0	0.412
newstest2017-enzh-zhoeng.zho.eng	13.7	0.412
newstest2018-encs-ceseng.ces.eng	21.2	0.486
newstest2018-ende-deueng.deu.eng	31.5	0.564
newstest2018-enet-esteng.est.eng	19.7	0.473
newstest2018-enfi-fineng.fin.eng	15.1	0.418
newstest2018-enru-ruseng.rus.eng	21.3	0.490
newstest2018-entr-tureng.tur.eng	15.4	0.421
newstest2018-enzh-zhoeng.zho.eng	12.9	0.408
newstest2019-deen-deueng.deu.eng	27.0	0.529
newstest2019-fien-fineng.fin.eng	17.2	0.438
newstest2019-guen-gujeng.guj.eng	9.0	0.342
newstest2019-lten-liteng.lit.eng	22.6	0.512
newstest2019-ruen-ruseng.rus.eng	24.1	0.503
newstest2019-zhen-zhoeng.zho.eng	13.9	0.427
newstestB2016-enfi-fineng.fin.eng	15.2	0.428
newstestB2017-enfi-fineng.fin.eng	16.8	0.442
newstestB2017-fien-fineng.fin.eng	16.8	0.442
Tatoeba-test.abk-eng.abk.eng	2.4	0.190
Tatoeba-test.ady-eng.ady.eng	1.1	0.111
Tatoeba-test.afh-eng.afh.eng	1.7	0.108
Tatoeba-test.afr-eng.afr.eng	53.0	0.672
Tatoeba-test.akl-eng.akl.eng	5.9	0.239
Tatoeba-test.amh-eng.amh.eng	25.6	0.464
Tatoeba-test.ang-eng.ang.eng	11.7	0.289
Tatoeba-test.ara-eng.ara.eng	26.4	0.443
Tatoeba-test.arg-eng.arg.eng	35.9	0.473
Tatoeba-test.asm-eng.asm.eng	19.8	0.365
Tatoeba-test.ast-eng.ast.eng	31.8	0.467
Tatoeba-test.avk-eng.avk.eng	0.4	0.119
Tatoeba-test.awa-eng.awa.eng	9.7	0.271
Tatoeba-test.aze-eng.aze.eng	37.0	0.542
Tatoeba-test.bak-eng.bak.eng	13.9	0.395
Tatoeba-test.bam-eng.bam.eng	2.2	0.094
Tatoeba-test.bel-eng.bel.eng	36.8	0.549
Tatoeba-test.ben-eng.ben.eng	39.7	0.546
Tatoeba-test.bho-eng.bho.eng	33.6	0.540
Tatoeba-test.bod-eng.bod.eng	1.1	0.147
Tatoeba-test.bre-eng.bre.eng	14.2	0.303
Tatoeba-test.brx-eng.brx.eng	1.7	0.130
Tatoeba-test.bul-eng.bul.eng	46.0	0.621
Tatoeba-test.cat-eng.cat.eng	46.6	0.636
Tatoeba-test.ceb-eng.ceb.eng	17.4	0.347
Tatoeba-test.ces-eng.ces.eng	41.3	0.586
Tatoeba-test.cha-eng.cha.eng	7.9	0.232
Tatoeba-test.che-eng.che.eng	0.7	0.104
Tatoeba-test.chm-eng.chm.eng	7.3	0.261
Tatoeba-test.chr-eng.chr.eng	8.8	0.244
Tatoeba-test.chv-eng.chv.eng	11.0	0.319
Tatoeba-test.cor-eng.cor.eng	5.4	0.204
Tatoeba-test.cos-eng.cos.eng	58.2	0.643
Tatoeba-test.crh-eng.crh.eng	26.3	0.399
Tatoeba-test.csb-eng.csb.eng	18.8	0.389
Tatoeba-test.cym-eng.cym.eng	23.4	0.407
Tatoeba-test.dan-eng.dan.eng	50.5	0.659
Tatoeba-test.deu-eng.deu.eng	39.6	0.579
Tatoeba-test.dsb-eng.dsb.eng	24.3	0.449
Tatoeba-test.dtp-eng.dtp.eng	1.0	0.149
Tatoeba-test.dws-eng.dws.eng	1.6	0.061
Tatoeba-test.egl-eng.egl.eng	7.6	0.236
Tatoeba-test.ell-eng.ell.eng	55.4	0.682
Tatoeba-test.enm-eng.enm.eng	28.0	0.489
Tatoeba-test.epo-eng.epo.eng	41.8	0.591
Tatoeba-test.est-eng.est.eng	41.5	0.581
Tatoeba-test.eus-eng.eus.eng	37.8	0.557
Tatoeba-test.ewe-eng.ewe.eng	10.7	0.262
Tatoeba-test.ext-eng.ext.eng	25.5	0.405
Tatoeba-test.fao-eng.fao.eng	28.7	0.469
Tatoeba-test.fas-eng.fas.eng	7.5	0.281
Tatoeba-test.fij-eng.fij.eng	24.2	0.320
Tatoeba-test.fin-eng.fin.eng	35.8	0.534
Tatoeba-test.fkv-eng.fkv.eng	15.5	0.434
Tatoeba-test.fra-eng.fra.eng	45.1	0.618
Tatoeba-test.frm-eng.frm.eng	29.6	0.427
Tatoeba-test.frr-eng.frr.eng	5.5	0.138
Tatoeba-test.fry-eng.fry.eng	25.3	0.455
Tatoeba-test.ful-eng.ful.eng	1.1	0.127
Tatoeba-test.gcf-eng.gcf.eng	16.0	0.315
Tatoeba-test.gil-eng.gil.eng	46.7	0.587
Tatoeba-test.gla-eng.gla.eng	20.2	0.358
Tatoeba-test.gle-eng.gle.eng	43.9	0.592
Tatoeba-test.glg-eng.glg.eng	45.1	0.623
Tatoeba-test.glv-eng.glv.eng	3.3	0.119
Tatoeba-test.gos-eng.gos.eng	20.1	0.364
Tatoeba-test.got-eng.got.eng	0.1	0.041
Tatoeba-test.grc-eng.grc.eng	2.1	0.137
Tatoeba-test.grn-eng.grn.eng	1.7	0.152
Tatoeba-test.gsw-eng.gsw.eng	18.2	0.334
Tatoeba-test.guj-eng.guj.eng	21.7	0.373
Tatoeba-test.hat-eng.hat.eng	34.5	0.502
Tatoeba-test.hau-eng.hau.eng	10.5	0.295
Tatoeba-test.haw-eng.haw.eng	2.8	0.160
Tatoeba-test.hbs-eng.hbs.eng	46.7	0.623
Tatoeba-test.heb-eng.heb.eng	33.0	0.492
Tatoeba-test.hif-eng.hif.eng	17.0	0.391
Tatoeba-test.hil-eng.hil.eng	16.0	0.339
Tatoeba-test.hin-eng.hin.eng	36.4	0.533
Tatoeba-test.hmn-eng.hmn.eng	0.4	0.131
Tatoeba-test.hoc-eng.hoc.eng	0.7	0.132
Tatoeba-test.hsb-eng.hsb.eng	41.9	0.551
Tatoeba-test.hun-eng.hun.eng	33.2	0.510
Tatoeba-test.hye-eng.hye.eng	32.2	0.487
Tatoeba-test.iba-eng.iba.eng	9.4	0.278
Tatoeba-test.ibo-eng.ibo.eng	5.8	0.200
Tatoeba-test.ido-eng.ido.eng	31.7	0.503
Tatoeba-test.iku-eng.iku.eng	9.1	0.164
Tatoeba-test.ile-eng.ile.eng	42.2	0.595
Tatoeba-test.ilo-eng.ilo.eng	29.7	0.485
Tatoeba-test.ina-eng.ina.eng	42.1	0.607
Tatoeba-test.isl-eng.isl.eng	35.7	0.527
Tatoeba-test.ita-eng.ita.eng	54.8	0.686
Tatoeba-test.izh-eng.izh.eng	28.3	0.526
Tatoeba-test.jav-eng.jav.eng	10.0	0.282
Tatoeba-test.jbo-eng.jbo.eng	0.3	0.115
Tatoeba-test.jdt-eng.jdt.eng	5.3	0.140
Tatoeba-test.jpn-eng.jpn.eng	18.8	0.387
Tatoeba-test.kab-eng.kab.eng	3.9	0.205
Tatoeba-test.kal-eng.kal.eng	16.9	0.329
Tatoeba-test.kan-eng.kan.eng	16.2	0.374
Tatoeba-test.kat-eng.kat.eng	31.1	0.493
Tatoeba-test.kaz-eng.kaz.eng	24.5	0.437
Tatoeba-test.kek-eng.kek.eng	7.4	0.192
Tatoeba-test.kha-eng.kha.eng	1.0	0.154
Tatoeba-test.khm-eng.khm.eng	12.2	0.290
Tatoeba-test.kin-eng.kin.eng	22.5	0.355
Tatoeba-test.kir-eng.kir.eng	27.2	0.470
Tatoeba-test.kjh-eng.kjh.eng	2.1	0.129
Tatoeba-test.kok-eng.kok.eng	4.5	0.259
Tatoeba-test.kom-eng.kom.eng	1.4	0.099
Tatoeba-test.krl-eng.krl.eng	26.1	0.387
Tatoeba-test.ksh-eng.ksh.eng	5.5	0.256
Tatoeba-test.kum-eng.kum.eng	9.3	0.288
Tatoeba-test.kur-eng.kur.eng	9.6	0.208
Tatoeba-test.lad-eng.lad.eng	30.1	0.475
Tatoeba-test.lah-eng.lah.eng	11.6	0.284
Tatoeba-test.lao-eng.lao.eng	4.5	0.214
Tatoeba-test.lat-eng.lat.eng	21.5	0.402
Tatoeba-test.lav-eng.lav.eng	40.2	0.577
Tatoeba-test.ldn-eng.ldn.eng	0.8	0.115
Tatoeba-test.lfn-eng.lfn.eng	23.0	0.433
Tatoeba-test.lij-eng.lij.eng	9.3	0.287
Tatoeba-test.lin-eng.lin.eng	2.4	0.196
Tatoeba-test.lit-eng.lit.eng	44.0	0.597
Tatoeba-test.liv-eng.liv.eng	1.6	0.115
Tatoeba-test.lkt-eng.lkt.eng	2.0	0.113
Tatoeba-test.lld-eng.lld.eng	18.3	0.312
Tatoeba-test.lmo-eng.lmo.eng	25.4	0.395
Tatoeba-test.ltz-eng.ltz.eng	35.9	0.509
Tatoeba-test.lug-eng.lug.eng	5.1	0.357
Tatoeba-test.mad-eng.mad.eng	2.8	0.123
Tatoeba-test.mah-eng.mah.eng	5.7	0.175
Tatoeba-test.mai-eng.mai.eng	56.3	0.703
Tatoeba-test.mal-eng.mal.eng	37.5	0.534
Tatoeba-test.mar-eng.mar.eng	22.8	0.470
Tatoeba-test.mdf-eng.mdf.eng	2.0	0.110
Tatoeba-test.mfe-eng.mfe.eng	59.2	0.764
Tatoeba-test.mic-eng.mic.eng	9.0	0.199
Tatoeba-test.mkd-eng.mkd.eng	44.3	0.593
Tatoeba-test.mlg-eng.mlg.eng	31.9	0.424
Tatoeba-test.mlt-eng.mlt.eng	38.6	0.540
Tatoeba-test.mnw-eng.mnw.eng	2.5	0.101
Tatoeba-test.moh-eng.moh.eng	0.3	0.110
Tatoeba-test.mon-eng.mon.eng	13.5	0.334
Tatoeba-test.mri-eng.mri.eng	8.5	0.260
Tatoeba-test.msa-eng.msa.eng	33.9	0.520
Tatoeba-test.multi.eng	34.7	0.518
Tatoeba-test.mwl-eng.mwl.eng	37.4	0.630
Tatoeba-test.mya-eng.mya.eng	15.5	0.335
Tatoeba-test.myv-eng.myv.eng	0.8	0.118
Tatoeba-test.nau-eng.nau.eng	9.0	0.186
Tatoeba-test.nav-eng.nav.eng	1.3	0.144
Tatoeba-test.nds-eng.nds.eng	30.7	0.495
Tatoeba-test.nep-eng.nep.eng	3.5	0.168
Tatoeba-test.niu-eng.niu.eng	42.7	0.492
Tatoeba-test.nld-eng.nld.eng	47.9	0.640
Tatoeba-test.nog-eng.nog.eng	12.7	0.284
Tatoeba-test.non-eng.non.eng	43.8	0.586
Tatoeba-test.nor-eng.nor.eng	45.5	0.619
Tatoeba-test.nov-eng.nov.eng	26.9	0.472
Tatoeba-test.nya-eng.nya.eng	33.2	0.456
Tatoeba-test.oci-eng.oci.eng	17.9	0.370
Tatoeba-test.ori-eng.ori.eng	14.6	0.305
Tatoeba-test.orv-eng.orv.eng	11.0	0.283
Tatoeba-test.oss-eng.oss.eng	4.1	0.211
Tatoeba-test.ota-eng.ota.eng	4.1	0.216
Tatoeba-test.pag-eng.pag.eng	24.3	0.468
Tatoeba-test.pan-eng.pan.eng	16.4	0.358
Tatoeba-test.pap-eng.pap.eng	53.2	0.628
Tatoeba-test.pau-eng.pau.eng	3.7	0.173
Tatoeba-test.pdc-eng.pdc.eng	45.3	0.569
Tatoeba-test.pms-eng.pms.eng	14.0	0.345
Tatoeba-test.pol-eng.pol.eng	41.7	0.588
Tatoeba-test.por-eng.por.eng	51.4	0.669
Tatoeba-test.ppl-eng.ppl.eng	0.4	0.134
Tatoeba-test.prg-eng.prg.eng	4.1	0.198
Tatoeba-test.pus-eng.pus.eng	6.7	0.233
Tatoeba-test.quc-eng.quc.eng	3.5	0.091
Tatoeba-test.qya-eng.qya.eng	0.2	0.090
Tatoeba-test.rap-eng.rap.eng	17.5	0.230
Tatoeba-test.rif-eng.rif.eng	4.2	0.164
Tatoeba-test.roh-eng.roh.eng	24.6	0.464
Tatoeba-test.rom-eng.rom.eng	3.4	0.212
Tatoeba-test.ron-eng.ron.eng	45.2	0.620
Tatoeba-test.rue-eng.rue.eng	21.4	0.390
Tatoeba-test.run-eng.run.eng	24.5	0.392
Tatoeba-test.rus-eng.rus.eng	42.7	0.591
Tatoeba-test.sag-eng.sag.eng	3.4	0.187
Tatoeba-test.sah-eng.sah.eng	5.0	0.177
Tatoeba-test.san-eng.san.eng	2.0	0.172
Tatoeba-test.scn-eng.scn.eng	35.8	0.410
Tatoeba-test.sco-eng.sco.eng	34.6	0.520
Tatoeba-test.sgs-eng.sgs.eng	21.8	0.299
Tatoeba-test.shs-eng.shs.eng	1.8	0.122
Tatoeba-test.shy-eng.shy.eng	1.4	0.104
Tatoeba-test.sin-eng.sin.eng	20.6	0.429
Tatoeba-test.sjn-eng.sjn.eng	1.2	0.095
Tatoeba-test.slv-eng.slv.eng	37.0	0.545
Tatoeba-test.sma-eng.sma.eng	4.4	0.147
Tatoeba-test.sme-eng.sme.eng	8.9	0.229
Tatoeba-test.smo-eng.smo.eng	37.7	0.483
Tatoeba-test.sna-eng.sna.eng	18.0	0.359
Tatoeba-test.snd-eng.snd.eng	28.1	0.444
Tatoeba-test.som-eng.som.eng	23.6	0.472
Tatoeba-test.spa-eng.spa.eng	47.9	0.645
Tatoeba-test.sqi-eng.sqi.eng	46.9	0.634
Tatoeba-test.stq-eng.stq.eng	8.1	0.379
Tatoeba-test.sun-eng.sun.eng	23.8	0.369
Tatoeba-test.swa-eng.swa.eng	6.5	0.193
Tatoeba-test.swe-eng.swe.eng	51.4	0.655
Tatoeba-test.swg-eng.swg.eng	18.5	0.342
Tatoeba-test.tah-eng.tah.eng	25.6	0.249
Tatoeba-test.tam-eng.tam.eng	29.1	0.437
Tatoeba-test.tat-eng.tat.eng	12.9	0.327
Tatoeba-test.tel-eng.tel.eng	21.2	0.386
Tatoeba-test.tet-eng.tet.eng	9.2	0.215
Tatoeba-test.tgk-eng.tgk.eng	12.7	0.374
Tatoeba-test.tha-eng.tha.eng	36.3	0.531
Tatoeba-test.tir-eng.tir.eng	9.1	0.267
Tatoeba-test.tlh-eng.tlh.eng	0.2	0.084
Tatoeba-test.tly-eng.tly.eng	2.1	0.128
Tatoeba-test.toi-eng.toi.eng	5.3	0.150
Tatoeba-test.ton-eng.ton.eng	39.5	0.473
Tatoeba-test.tpw-eng.tpw.eng	1.5	0.160
Tatoeba-test.tso-eng.tso.eng	44.7	0.526
Tatoeba-test.tuk-eng.tuk.eng	18.6	0.401
Tatoeba-test.tur-eng.tur.eng	40.5	0.573
Tatoeba-test.tvl-eng.tvl.eng	55.0	0.593
Tatoeba-test.tyv-eng.tyv.eng	19.1	0.477
Tatoeba-test.tzl-eng.tzl.eng	17.7	0.333
Tatoeba-test.udm-eng.udm.eng	3.4	0.217
Tatoeba-test.uig-eng.uig.eng	11.4	0.289
Tatoeba-test.ukr-eng.ukr.eng	43.1	0.595
Tatoeba-test.umb-eng.umb.eng	9.2	0.260
Tatoeba-test.urd-eng.urd.eng	23.2	0.426
Tatoeba-test.uzb-eng.uzb.eng	19.0	0.342
Tatoeba-test.vec-eng.vec.eng	41.1	0.409
Tatoeba-test.vie-eng.vie.eng	30.6	0.481
Tatoeba-test.vol-eng.vol.eng	1.8	0.143
Tatoeba-test.war-eng.war.eng	15.9	0.352
Tatoeba-test.wln-eng.wln.eng	12.6	0.291
Tatoeba-test.wol-eng.wol.eng	4.4	0.138
Tatoeba-test.xal-eng.xal.eng	0.9	0.153
Tatoeba-test.xho-eng.xho.eng	35.4	0.513
Tatoeba-test.yid-eng.yid.eng	19.4	0.387
Tatoeba-test.yor-eng.yor.eng	19.3	0.327
Tatoeba-test.zho-eng.zho.eng	25.8	0.448
Tatoeba-test.zul-eng.zul.eng	40.9	0.567
Tatoeba-test.zza-eng.zza.eng	1.6	0.125