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English translation and speech-to-text models en

272 models into English, 231 from English, 17 speech-to-text. Best scored into English: Bulgarian to English (chrF++ 68.8). Best scored from English: English to French (chrF++ 69.6).

Which open models work for English?

Windy Translate lists 272 open translation models into English and 231 from English (502 different models: some cover both directions). All of them can be downloaded from Hugging Face and run on your own hardware. By licence: 397 Apache-2.0 and 104 CC-BY-4.0 (terms and attribution text: licensing). 173 of them have a screening score on FLORES-200. The best scored into English is translate-tc-big-bg-en (chrF++ 68.8, Excellent). The best scored from English is translate-tc-big-en-fr (chrF++ 69.6, Excellent).

By band, the scored English models are 28 Excellent, 56 Good, 50 Usable, 32 Limited and 7 Not recommended (Excellent is chrF++ 60 or more, Good 45 to 60, Usable 30 to 45, Limited 15 to 30). A score is a 48-sentence screening of news and encyclopedia text, not a measure of accuracy, and a difference of a point or two is noise. How we measured.

Speech-to-text. 5 speech-to-text models made for English: listen-windy-distil-large, listen-windy-distil-medium, listen-windy-distil-small, listen-windy-edge and windy-edge-ggml. Also, Whisper's tokenizer lists English as one of its languages, so all 12 multilingual Whisper-based models here can transcribe it: see the speech models. Accuracy differs a lot between languages and model sizes, and this site has not measured speech accuracy.

Each model page has a short snippet to download and run the model yourself, its licence and attribution text, and its score where there is one. Pick the best scored model for your direction, then try it on a few sentences of your own text: a screening score is a starting point, not a guarantee.

Into English

ModelchrF++ (FLORES-200 dev)Licence
Bulgarian to English best scored
translate-tc-big-bg-en
68.8 ExcellentCC-BY-4.0
Swedish to English
translate-sv-en
67.8 ExcellentApache-2.0
Danish to English
translate-da-en
66.3 ExcellentApache-2.0
French to English
translate-tc-big-fr-en
66.2 ExcellentCC-BY-4.0
Maltese to English
translate-mt-en
65.7 ExcellentApache-2.0
German to English
translate-de-en
65.4 ExcellentApache-2.0
Hebrew to English
translate-tc-big-he-en
64.6 ExcellentCC-BY-4.0
Afrikaans to English
translate-af-en
64.4 ExcellentApache-2.0
Estonian to English
translate-tc-big-et-en
64.1 ExcellentCC-BY-4.0
Turkish to English
translate-tc-big-tr-en
64.0 ExcellentCC-BY-4.0
French to English
translate-fr-en
63.1 ExcellentApache-2.0
Serbo-Croatian to English
translate-tc-big-sh-en
62.5 ExcellentCC-BY-4.0
Finnish to English
translate-tc-big-fi-en
62.3 ExcellentCC-BY-4.0
Dutch to English
translate-nl-en
61.6 ExcellentApache-2.0
Lithuanian to English
translate-tc-big-lt-en
60.9 ExcellentCC-BY-4.0
Hungarian to English
translate-tc-big-hu-en
60.9 ExcellentCC-BY-4.0
Estonian to English
translate-et-en
59.8 GoodApache-2.0
Czech to English
translate-cs-en
59.6 GoodApache-2.0
Irish to English
translate-ga-en
58.9 GoodApache-2.0
Macedonian to English
translate-mk-en
58.7 GoodApache-2.0
Bulgarian to English
translate-bg-en
58.7 GoodApache-2.0
Hungarian to English
translate-hu-en
58.6 GoodApache-2.0
Indonesian to English
translate-id-en
58.5 GoodApache-2.0
Turkish to English
translate-tr-en
58.4 GoodApache-2.0
Italian to English
translate-it-en
57.9 GoodApache-2.0
Slovak to English
translate-sk-en
57.8 GoodApache-2.0
Spanish to English
translate-es-en
57.7 GoodApache-2.0
Russian to English
translate-ru-en
56.5 GoodCC-BY-4.0
Finnish to English
translate-fi-en
56.3 GoodApache-2.0
Cebuano to English
translate-ceb-en
56.2 GoodApache-2.0
Polish to English
translate-pl-en
54.5 GoodApache-2.0
Catalan to English
translate-ca-en
53.7 GoodApache-2.0
Ukrainian to English
translate-uk-en
53.6 GoodApache-2.0
Ilocano to English
translate-ilo-en
52.6 GoodApache-2.0
Vietnamese to English
translate-vi-en
51.6 GoodApache-2.0
Chinese to English
translate-zh-en
51.5 GoodCC-BY-4.0
Papiamento to English
translate-pap-en
49.6 GoodApache-2.0
Waray to English
translate-war-en
48.7 GoodApache-2.0
Icelandic to English
translate-is-en
48.2 GoodApache-2.0
Thai to English
translate-th-en
48.2 GoodApache-2.0
Galician to English
translate-gl-en
47.8 GoodApache-2.0
Esperanto to English
translate-eo-en
46.3 GoodApache-2.0
Korean to English
translate-ko-en
45.4 GoodApache-2.0
Bengali to English
translate-bn-en
45.4 GoodApache-2.0
Basque to English
translate-eu-en
45.3 GoodApache-2.0
Xhosa to English
translate-xh-en
44.9 UsableApache-2.0
Japanese to English
translate-ja-en
44.7 UsableApache-2.0
Tsonga to English
translate-ts-en
42.4 UsableApache-2.0
Northern Sotho to English
translate-nso-en
41.5 UsableApache-2.0
Hindi to English
translate-hi-en
40.5 UsableApache-2.0
Chichewa to English
translate-ny-en
39.6 UsableApache-2.0
Shona to English
translate-sn-en
39.3 UsableApache-2.0
Tswana to English
translate-tn-en
38.0 UsableApache-2.0
Kirundi to English
translate-rn-en
35.5 UsableApache-2.0
Pangasinan to English
translate-pag-en
35.3 UsableApache-2.0
Welsh to English
translate-cy-en
35.1 UsableApache-2.0
Sesotho to English
translate-st-en
34.6 UsableApache-2.0
Lingala to English
translate-ln-en
34.0 UsableApache-2.0
Kinyarwanda to English
translate-rw-en
33.7 UsableApache-2.0
Kirundi to English
translate-run-en
33.1 UsableApache-2.0
Bemba to English
translate-bem-en
33.1 UsableApache-2.0
Haitian Creole to English
translate-ht-en
32.4 UsableApache-2.0
Armenian to English
translate-hy-en
31.3 UsableApache-2.0
Samoan to English
translate-sm-en
30.8 UsableApache-2.0
Ewe to English
translate-ee-en
30.7 UsableApache-2.0
Urdu to English
translate-ur-en
30.6 UsableApache-2.0
Igbo to English
translate-ig-en
30.5 UsableApache-2.0
Fijian to English
translate-fj-en
29.3 LimitedApache-2.0
Punjabi to English
translate-pa-en
29.2 LimitedApache-2.0
Malayalam to English
translate-ml-en
29.0 LimitedApache-2.0
Georgian to English
translate-ka-en
29.0 LimitedApache-2.0
Tok Pisin to English
translate-tpi-en
28.0 LimitedApache-2.0
Hausa to English
translate-ha-en
26.0 LimitedApache-2.0
Tumbuka to English
translate-tum-en
25.9 LimitedApache-2.0
Tigrinya to English
translate-ti-en
24.0 LimitedApache-2.0
Luo to English
translate-luo-en
24.0 LimitedApache-2.0
Kongo to English
translate-kg-en
23.7 LimitedApache-2.0
Luba-Kasai to English
translate-lua-en
23.2 LimitedApache-2.0
Mizo to English
translate-lus-en
22.3 LimitedApache-2.0
Luganda to English
translate-lg-en
21.9 LimitedApache-2.0
Swati to English
translate-ss-en
21.3 LimitedApache-2.0
Yoruba to English
translate-yo-en
20.9 LimitedApache-2.0
Sango to English
translate-sg-en
19.9 LimitedApache-2.0
Umbundu to English
translate-umb-en
18.8 LimitedApache-2.0
Mossi to English
translate-mos-en
18.6 LimitedApache-2.0
Marathi to English
translate-mr-en
16.6 LimitedApache-2.0
Kabyle to English
translate-kab-en
11.5 Not recommendedApache-2.0
Greek to English
translate-tc-big-el-en
3.6 Not recommendedCC-BY-4.0
Korean to English
translate-tc-big-ko-en
3.0 Not recommendedCC-BY-4.0
Italian to English
translate-tc-big-it-en
1.5 Not recommendedCC-BY-4.0
Austro-Asiatic languages to English
translate-aav-en
not in FLORES-200Apache-2.0
Afro-Asiatic languages to English
translate-afa-en
not in FLORES-200Apache-2.0
Atlantic-Congo languages to English
translate-alv-en
not in FLORES-200Apache-2.0
Arabic to English
translate-ar-en
not in FLORES-200Apache-2.0
Artificial languages to English
translate-art-en
not in FLORES-200Apache-2.0
American Sign Language to English
translate-ase-en
not in FLORES-200Apache-2.0
Azerbaijani to English
translate-az-en
not in FLORES-200Apache-2.0
Baltic languages to English
translate-bat-en
not in FLORES-200Apache-2.0
Central Bikol to English
translate-bcl-en
not in FLORES-200Apache-2.0
Berber languages to English
translate-ber-en
not in FLORES-200Apache-2.0
Bislama to English
translate-bi-en
not in FLORES-200Apache-2.0
Bantu languages to English
translate-bnt-en
not in FLORES-200Apache-2.0
Brazilian Sign Language to English
translate-bzs-en
not in FLORES-200Apache-2.0
Caucasian languages to English
translate-cau-en
not in FLORES-200Apache-2.0
South Caucasian languages to English
translate-ccs-en
not in FLORES-200Apache-2.0
Celtic languages to English
translate-cel-en
not in FLORES-200Apache-2.0
Chuukese to English
translate-chk-en
not in FLORES-200Apache-2.0
French-based creoles to English
translate-cpf-en
not in FLORES-200Apache-2.0
Portuguese-based creoles to English
translate-cpp-en
not in FLORES-200Apache-2.0
Seychellois Creole to English
translate-crs-en
not in FLORES-200Apache-2.0
Cushitic languages to English
translate-cus-en
not in FLORES-200Apache-2.0
Dravidian languages to English
translate-dra-en
not in FLORES-200Apache-2.0
Efik to English
translate-efi-en
not in FLORES-200Apache-2.0
English, Greek, Spanish and Finnish to English, Greek, Spanish and Finnish
translate-en_el_es_fi-en_el_es_fi
not in FLORES-200Apache-2.0
Basque (family) to English
translate-euq-en
not in FLORES-200Apache-2.0
Finno-Ugrian languages to English
translate-fiu-en
not in FLORES-200Apache-2.0
Ga to English
translate-gaa-en
not in FLORES-200Apache-2.0
Germanic languages to English
translate-gem-en
not in FLORES-200Apache-2.0
Gilbertese to English
translate-gil-en
not in FLORES-200Apache-2.0
North Germanic languages to English
translate-gmq-en
not in FLORES-200Apache-2.0
West Germanic languages to English
translate-gmw-en
not in FLORES-200Apache-2.0
Greek languages to English
translate-grk-en
not in FLORES-200Apache-2.0
Gun to English
translate-guw-en
not in FLORES-200Apache-2.0
Manx to English
translate-gv-en
not in FLORES-200Apache-2.0
Hiligaynon to English
translate-hil-en
not in FLORES-200Apache-2.0
Hiri Motu to English
translate-ho-en
not in FLORES-200Apache-2.0
Indo-Iranian languages to English
translate-iir-en
not in FLORES-200Apache-2.0
Indic languages to English
translate-inc-en
not in FLORES-200Apache-2.0
Indo-European languages to English
translate-ine-en
not in FLORES-200Apache-2.0
Isoko to English
translate-iso-en
not in FLORES-200Apache-2.0
Italic languages to English
translate-itc-en
not in FLORES-200Apache-2.0
"jap" (code as used upstream; Bible-corpus model) to English
translate-jap-en
not in FLORES-200Apache-2.0
Kuanyama to English
translate-kj-en
not in FLORES-200Apache-2.0
Greenlandic to English
translate-kl-en
not in FLORES-200Apache-2.0
Kaonde to English
translate-kqn-en
not in FLORES-200Apache-2.0
Kwangali to English
translate-kwn-en
not in FLORES-200Apache-2.0
San Salvador Kongo to English
translate-kwy-en
not in FLORES-200Apache-2.0
Lozi to English
translate-loz-en
not in FLORES-200Apache-2.0
Luba-Katanga to English
translate-lu-en
not in FLORES-200Apache-2.0
Luvale to English
translate-lue-en
not in FLORES-200Apache-2.0
Lunda to English
translate-lun-en
not in FLORES-200Apache-2.0
Latvian to English
translate-lv-en
not in FLORES-200Apache-2.0
Mauritian Creole to English
translate-mfe-en
not in FLORES-200Apache-2.0
Malagasy to English
translate-mg-en
not in FLORES-200Apache-2.0
Marshallese to English
translate-mh-en
not in FLORES-200Apache-2.0
Mon-Khmer languages to English
translate-mkh-en
not in FLORES-200Apache-2.0
Multiple languages to English
translate-mul-en
not in FLORES-200Apache-2.0
Ndonga to English
translate-ng-en
not in FLORES-200Apache-2.0
Niger-Kordofanian languages to English
translate-nic-en
not in FLORES-200Apache-2.0
Niuean to English
translate-niu-en
not in FLORES-200Apache-2.0
Nyaneka to English
translate-nyk-en
not in FLORES-200Apache-2.0
Oromo to English
translate-om-en
not in FLORES-200Apache-2.0
Philippine languages to English
translate-phi-en
not in FLORES-200Apache-2.0
Pijin to English
translate-pis-en
not in FLORES-200Apache-2.0
Pohnpeian to English
translate-pon-en
not in FLORES-200Apache-2.0
Eastern Malayo-Polynesian languages to English
translate-pqe-en
not in FLORES-200Apache-2.0
Ruund to English
translate-rnd-en
not in FLORES-200Apache-2.0
Romance languages to English
translate-roa-en
not in FLORES-200Apache-2.0
Romance languages (OPUS-MT group) to English
translate-ROMANCE-en
not in FLORES-200Apache-2.0
Salishan languages to English
translate-sal-en
not in FLORES-200Apache-2.0
Semitic languages to English
translate-sem-en
not in FLORES-200Apache-2.0
Slavic languages to English
translate-sla-en
not in FLORES-200Apache-2.0
Albanian to English
translate-sq-en
not in FLORES-200Apache-2.0
Sranan Tongo to English
translate-srn-en
not in FLORES-200Apache-2.0
Congo Swahili to English
translate-swc-en
not in FLORES-200Apache-2.0
Tai to English
translate-taw-en
not in FLORES-200Apache-2.0
Afro-Asiatic languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-afa-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Afro-Asiatic languages to German, English and Dutch
translate-tc-bible-big-afa-deu_eng_nld
not in FLORES-200Apache-2.0
Afro-Asiatic languages to English
translate-tc-bible-big-afa-en
not in FLORES-200Apache-2.0
Atlantic-Congo languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-alv-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Baltic languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-bat-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Baltic languages to German, English and Dutch
translate-tc-bible-big-bat-deu_eng_nld
not in FLORES-200Apache-2.0
Baltic languages to English
translate-tc-bible-big-bat-en
not in FLORES-200Apache-2.0
Bantu languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-bnt-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Celtic languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-cel-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Dravidian languages to German, English and Dutch
translate-tc-bible-big-dra-deu_eng_nld
not in FLORES-200Apache-2.0
Dravidian languages to English
translate-tc-bible-big-dra-en
not in FLORES-200Apache-2.0
Finno-Ugrian languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-fiu-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Finno-Ugrian languages to English
translate-tc-bible-big-fiu-en
not in FLORES-200Apache-2.0
Germanic languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-gem-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
North Germanic languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-gmq-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
North Germanic languages to English
translate-tc-bible-big-gmq-en
not in FLORES-200Apache-2.0
West Germanic languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-gmw-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
West Germanic languages to German, English and Dutch
translate-tc-bible-big-gmw-deu_eng_nld
not in FLORES-200Apache-2.0
West Germanic languages to English
translate-tc-bible-big-gmw-en
not in FLORES-200Apache-2.0
Indo-Iranian languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-iir-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Indo-Iranian languages to English
translate-tc-bible-big-iir-en
not in FLORES-200Apache-2.0
Indic languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-inc-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Indic languages to German, English and Dutch
translate-tc-bible-big-inc-deu_eng_nld
not in FLORES-200Apache-2.0
Indic languages to English
translate-tc-bible-big-inc-en
not in FLORES-200Apache-2.0
Indo-European languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-ine-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Indo-European languages to German, English and Dutch
translate-tc-bible-big-ine-deu_eng_nld
not in FLORES-200Apache-2.0
Iranian languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-ira-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Italic languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-itc-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Italic languages to German, English and Dutch
translate-tc-bible-big-itc-deu_eng_nld
not in FLORES-200Apache-2.0
Austronesian languages to English
translate-tc-bible-big-map-en
not in FLORES-200Apache-2.0
Mon-Khmer languages to German, English and Dutch
translate-tc-bible-big-mkh-deu_eng_nld
not in FLORES-200Apache-2.0
Multiple languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-mul-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Multiple languages to German, English and Dutch
translate-tc-bible-big-mul-deu_eng_nld
not in FLORES-200Apache-2.0
Philippine languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-phi-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Philippine languages to English
translate-tc-bible-big-phi-en
not in FLORES-200Apache-2.0
Malayo-Polynesian languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-poz-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Malayo-Polynesian languages to English
translate-tc-bible-big-poz-en
not in FLORES-200Apache-2.0
Eastern Malayo-Polynesian languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-pqe-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Western Malayo-Polynesian languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-pqw-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Western Malayo-Polynesian languages to English
translate-tc-bible-big-pqw-en
not in FLORES-200Apache-2.0
Romance languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-roa-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Romance languages to English
translate-tc-bible-big-roa-en
not in FLORES-200Apache-2.0
Semitic languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-sem-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Semitic languages to German, English and Dutch
translate-tc-bible-big-sem-deu_eng_nld
not in FLORES-200Apache-2.0
Semitic languages to English
translate-tc-bible-big-sem-en
not in FLORES-200Apache-2.0
Slavic languages to German, English and Dutch
translate-tc-bible-big-sla-deu_eng_nld
not in FLORES-200Apache-2.0
Slavic languages to English
translate-tc-bible-big-sla-en
not in FLORES-200Apache-2.0
Tai languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-tai-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Turkic languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-trk-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Uralic languages to German, English, French, Portuguese and Spanish
translate-tc-bible-big-urj-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Uralic languages to German, English and Dutch
translate-tc-bible-big-urj-deu_eng_nld
not in FLORES-200Apache-2.0
Chinese (family) to German, English, French, Portuguese and Spanish
translate-tc-bible-big-zhx-deu_eng_fra_por_spa
not in FLORES-200Apache-2.0
Chinese (family) to English
translate-tc-bible-big-zhx-en
not in FLORES-200Apache-2.0
Arabic to English
translate-tc-big-ar-en
not in FLORES-200CC-BY-4.0
Catalan, Occitan and Spanish to English
translate-tc-big-cat_oci_spa-en
not in FLORES-200CC-BY-4.0
Celtic languages to English
translate-tc-big-cel-en
not in FLORES-200CC-BY-4.0
Czech and Slovak to English
translate-tc-big-ces_slk-en
not in FLORES-200CC-BY-4.0
North Germanic languages to English
translate-tc-big-gmq-en
not in FLORES-200CC-BY-4.0
Latvian to English
translate-tc-big-lv-en
not in FLORES-200CC-BY-4.0
East Slavic languages to English
translate-tc-big-zle-en
not in FLORES-200CC-BY-4.0
South Slavic languages to English
translate-tc-big-zls-en
not in FLORES-200CC-BY-4.0
West Slavic languages to English
translate-tc-big-zlw-en
not in FLORES-200CC-BY-4.0
Tiv to English
translate-tiv-en
not in FLORES-200Apache-2.0
Tagalog to English
translate-tl-en
not in FLORES-200Apache-2.0
Tetela to English
translate-tll-en
not in FLORES-200Apache-2.0
Tongan to English
translate-to-en
not in FLORES-200Apache-2.0
Tonga (Zambia) to English
translate-toi-en
not in FLORES-200Apache-2.0
Turkic languages to English
translate-trk-en
not in FLORES-200Apache-2.0
Tuvaluan to English
translate-tvl-en
not in FLORES-200Apache-2.0
Uralic languages to English
translate-urj-en
not in FLORES-200Apache-2.0
Venda to English
translate-ve-en
not in FLORES-200Apache-2.0
Walloon to English
translate-wa-en
not in FLORES-200Apache-2.0
Wolaytta to English
translate-wal-en
not in FLORES-200Apache-2.0
Afrikaans to English
translate-windy-hplt-af-en
score withheldCC-BY-4.0
Bulgarian to English
translate-windy-hplt-bg-en
score withheldCC-BY-4.0
Bengali to English
translate-windy-hplt-bn-en
score withheldCC-BY-4.0
Welsh to English
translate-windy-hplt-cy-en
score withheldCC-BY-4.0
Esperanto to English
translate-windy-hplt-eo-en
not yet scoredCC-BY-4.0
Persian to English
translate-windy-hplt-fa-en
not yet scoredCC-BY-4.0
Gujarati to English
translate-windy-hplt-gu-en
not yet scoredCC-BY-4.0
Hebrew to English
translate-windy-hplt-he-en
not yet scoredCC-BY-4.0
Japanese to English
translate-windy-hplt-ja-en
not yet scoredCC-BY-4.0
Kannada to English
translate-windy-hplt-kn-en
not yet scoredCC-BY-4.0
Korean to English
translate-windy-hplt-ko-en
not yet scoredCC-BY-4.0
Lithuanian to English
translate-windy-hplt-lt-en
not yet scoredCC-BY-4.0
Latvian to English
translate-windy-hplt-lv-en
not yet scoredCC-BY-4.0
Macedonian to English
translate-windy-hplt-mk-en
not yet scoredCC-BY-4.0
Malayalam to English
translate-windy-hplt-ml-en
not yet scoredCC-BY-4.0
Marathi to English
translate-windy-hplt-mr-en
not yet scoredCC-BY-4.0
Malay to English
translate-windy-hplt-ms-en
not yet scoredCC-BY-4.0
Nepali to English
translate-windy-hplt-ne-en
not yet scoredCC-BY-4.0
Sinhala to English
translate-windy-hplt-si-en
not yet scoredCC-BY-4.0
Slovak to English
translate-windy-hplt-sk-en
not yet scoredCC-BY-4.0
Slovenian to English
translate-windy-hplt-sl-en
not yet scoredCC-BY-4.0
Tamil to English
translate-windy-hplt-ta-en
not yet scoredCC-BY-4.0
Telugu to English
translate-windy-hplt-te-en
not yet scoredCC-BY-4.0
Thai to English
translate-windy-hplt-th-en
not yet scoredCC-BY-4.0
Turkish to English
translate-windy-hplt-tr-en
not yet scoredCC-BY-4.0
Ukrainian to English
translate-windy-hplt-uk-en
not yet scoredCC-BY-4.0
Urdu to English
translate-windy-hplt-ur-en
not yet scoredCC-BY-4.0
Vietnamese to English
translate-windy-hplt-vi-en
not yet scoredCC-BY-4.0
Wallisian to English
translate-wls-en
not in FLORES-200Apache-2.0
Yapese to English
translate-yap-en
not in FLORES-200Apache-2.0
East Slavic languages to English
translate-zle-en
not in FLORES-200Apache-2.0
South Slavic languages to English
translate-zls-en
not in FLORES-200Apache-2.0
West Slavic languages to English
translate-zlw-en
not in FLORES-200Apache-2.0

From English

ModelchrF++ (FLORES-200 dev)Licence
English to French best scored
translate-tc-big-en-fr
69.6 ExcellentCC-BY-4.0
English to Portuguese
translate-tc-big-en-pt
66.6 ExcellentCC-BY-4.0
English to Bulgarian
translate-tc-big-en-bg
66.6 ExcellentCC-BY-4.0
English to French
translate-en-fr
66.2 ExcellentApache-2.0
English to Danish
translate-en-da
65.6 ExcellentApache-2.0
English to Swedish
translate-en-sv
64.7 ExcellentApache-2.0
English to Romanian
translate-tc-big-en-ro
64.4 ExcellentCC-BY-4.0
English to German
translate-en-de
63.0 ExcellentCC-BY-4.0
English to Bulgarian
translate-en-bg
62.1 ExcellentApache-2.0
English to Turkish
translate-tc-big-en-tr
61.5 ExcellentCC-BY-4.0
English to Indonesian
translate-en-id
60.9 ExcellentApache-2.0
English to Afrikaans
translate-en-af
60.3 ExcellentApache-2.0
English to Romanian
translate-en-ro
59.5 GoodApache-2.0
English to Maltese
translate-en-mt
57.9 GoodApache-2.0
English to Dutch
translate-en-nl
57.8 GoodApache-2.0
English to Hungarian
translate-tc-big-en-hu
57.1 GoodCC-BY-4.0
English to Finnish
translate-tc-big-en-fi
57.1 GoodCC-BY-4.0
English to Estonian
translate-tc-big-en-et
56.7 GoodCC-BY-4.0
English to Italian
translate-tc-big-en-it
56.4 GoodCC-BY-4.0
English to Hungarian
translate-en-hu
56.0 GoodApache-2.0
English to Spanish
translate-tc-big-en-es
55.8 GoodCC-BY-4.0
English to Cebuano
translate-en-ceb
55.2 GoodApache-2.0
English to Macedonian
translate-en-mk
55.1 GoodApache-2.0
English to Greek
translate-tc-big-en-el
54.8 GoodCC-BY-4.0
English to Spanish
translate-en-es
54.6 GoodApache-2.0
English to Catalan
translate-en-ca
54.6 GoodApache-2.0
English to Italian
translate-en-it
54.2 GoodApache-2.0
English to Finnish
translate-en-fi
53.0 GoodApache-2.0
English to Greek
translate-en-el
53.0 GoodApache-2.0
English to Czech
translate-en-cs
52.4 GoodApache-2.0
English to Russian
translate-en-ru
52.4 GoodApache-2.0
English to Ilocano
translate-en-ilo
52.3 GoodApache-2.0
English to Slovak
translate-en-sk
52.1 GoodApache-2.0
English to Hebrew
translate-en-he
52.0 GoodApache-2.0
English to Lithuanian
translate-tc-big-en-lt
52.0 GoodCC-BY-4.0
English to Irish
translate-en-ga
51.7 GoodApache-2.0
English to Estonian
translate-en-et
51.2 GoodApache-2.0
English to Esperanto
translate-en-eo
47.4 GoodApache-2.0
English to Vietnamese
translate-en-vi
45.3 GoodApache-2.0
English to Tsonga
translate-en-ts
44.7 UsableApache-2.0
English to Papiamento
translate-en-pap
44.4 UsableApache-2.0
English to Galician
translate-en-gl
43.6 UsableApache-2.0
English to Northern Sotho
translate-en-nso
43.4 UsableApache-2.0
English to Ukrainian
translate-en-uk
41.5 UsableApache-2.0
English to Basque
translate-en-eu
41.2 UsableApache-2.0
English to Chichewa
translate-en-ny
41.1 UsableApache-2.0
English to Icelandic
translate-en-is
40.4 UsableApache-2.0
English to Lingala
translate-en-ln
39.5 UsableApache-2.0
English to Tswana
translate-en-tn
39.1 UsableApache-2.0
English to Xhosa
translate-en-xh
39.1 UsableApache-2.0
English to Sesotho
translate-en-st
38.6 UsableApache-2.0
English to Samoan
translate-en-sm
37.4 UsableApache-2.0
English to Pangasinan
translate-en-pag
36.8 UsableApache-2.0
English to Fijian
translate-en-fj
36.4 UsableApache-2.0
English to Shona
translate-en-sn
36.1 UsableApache-2.0
English to Tok Pisin
translate-en-tpi
35.5 UsableApache-2.0
English to Kongo
translate-en-kg
34.3 UsableApache-2.0
English to Twi
translate-en-tw
33.8 UsableApache-2.0
English to Ewe
translate-en-ee
33.8 UsableApache-2.0
English to Kirundi
translate-en-rn
33.4 UsableApache-2.0
English to Kirundi
translate-en-run
33.3 UsableApache-2.0
English to Haitian Creole
translate-en-ht
32.8 UsableApache-2.0
English to Kinyarwanda
translate-en-rw
32.2 UsableApache-2.0
English to Bemba
translate-en-bem
31.9 UsableApache-2.0
English to Hindi
translate-en-hi
31.7 UsableApache-2.0
English to Malayalam
translate-en-ml
30.7 UsableApache-2.0
English to Igbo
translate-en-ig
30.4 UsableApache-2.0
English to Armenian
translate-en-hy
29.4 LimitedApache-2.0
English to Welsh
translate-en-cy
28.7 LimitedApache-2.0
English to Luba-Kasai
translate-en-lua
28.1 LimitedApache-2.0
English to Hausa
translate-en-ha
25.9 LimitedApache-2.0
English to Sango
translate-en-sg
25.9 LimitedApache-2.0
English to Luo
translate-en-luo
25.1 LimitedApache-2.0
English to Mizo
translate-en-lus
23.4 LimitedApache-2.0
English to Chinese
translate-en-zh
23.1 LimitedApache-2.0
English to Urdu
translate-en-ur
22.1 LimitedApache-2.0
English to Swati
translate-en-ss
22.0 LimitedApache-2.0
English to Umbundu
translate-en-umb
21.2 LimitedApache-2.0
English to Luganda
translate-en-lg
18.9 LimitedApache-2.0
English to Mossi
translate-en-mos
17.2 LimitedApache-2.0
English to Tigrinya
translate-en-ti
13.1 Not recommendedApache-2.0
English to Marathi
translate-en-mr
7.9 Not recommendedApache-2.0
English to Korean
translate-tc-big-en-ko
2.8 Not recommendedCC-BY-4.0
English, Greek, Spanish and Finnish to English, Greek, Spanish and Finnish
translate-en_el_es_fi-en_el_es_fi
not in FLORES-200Apache-2.0
English to Austro-Asiatic languages
translate-en-aav
not in FLORES-200Apache-2.0
English to Afro-Asiatic languages
translate-en-afa
not in FLORES-200Apache-2.0
English to Atlantic-Congo languages
translate-en-alv
not in FLORES-200Apache-2.0
English to Arabic language-verified
translate-en-ar
not in FLORES-200Apache-2.0
English to Azerbaijani language-verified
translate-en-az
not in FLORES-200Apache-2.0
English to Baltic languages
translate-en-bat
not in FLORES-200Apache-2.0
English to Central Bikol language-verified
translate-en-bcl
not in FLORES-200Apache-2.0
English to Berber languages
translate-en-ber
not in FLORES-200Apache-2.0
English to Bislama language-verified
translate-en-bi
not in FLORES-200Apache-2.0
English to Bantu languages
translate-en-bnt
not in FLORES-200Apache-2.0
English to Brazilian Sign Language language-verified
translate-en-bzs
not in FLORES-200Apache-2.0
English to Celtic languages
translate-en-cel
not in FLORES-200Apache-2.0
English to Celtic languages (OPUS-MT group)
translate-en-CELTIC
not in FLORES-200Apache-2.0
English to Chuukese language-verified
translate-en-chk
not in FLORES-200Apache-2.0
English to French-based creoles
translate-en-cpf
not in FLORES-200Apache-2.0
English to Portuguese-based creoles
translate-en-cpp
not in FLORES-200Apache-2.0
English to Seychellois Creole language-verified
translate-en-crs
not in FLORES-200Apache-2.0
English to Cushitic languages
translate-en-cus
not in FLORES-200Apache-2.0
English to Dravidian languages
translate-en-dra
not in FLORES-200Apache-2.0
English to Efik language-verified
translate-en-efi
not in FLORES-200Apache-2.0
English to Basque (family)
translate-en-euq
not in FLORES-200Apache-2.0
English to Finno-Ugrian languages
translate-en-fiu
not in FLORES-200Apache-2.0
English to Ga language-verified
translate-en-gaa
not in FLORES-200Apache-2.0
English to Germanic languages
translate-en-gem
not in FLORES-200Apache-2.0
English to Gilbertese language-verified
translate-en-gil
not in FLORES-200Apache-2.0
English to North Germanic languages language-verified
translate-en-gmq
not in FLORES-200Apache-2.0
English to West Germanic languages language-verified
translate-en-gmw
not in FLORES-200Apache-2.0
English to Greek languages language-verified
translate-en-grk
not in FLORES-200Apache-2.0
English to Gun language-verified
translate-en-guw
not in FLORES-200Apache-2.0
English to Manx language-verified
translate-en-gv
not in FLORES-200Apache-2.0
English to Hiligaynon language-verified
translate-en-hil
not in FLORES-200Apache-2.0
English to Hiri Motu language-verified
translate-en-ho
not in FLORES-200Apache-2.0
English to Indo-Iranian languages
translate-en-iir
not in FLORES-200Apache-2.0
English to Indic languages
translate-en-inc
not in FLORES-200Apache-2.0
English to Indo-European languages
translate-en-ine
not in FLORES-200Apache-2.0
English to Isoko language-verified
translate-en-iso
not in FLORES-200Apache-2.0
English to Italic languages
translate-en-itc
not in FLORES-200Apache-2.0
English to Kuanyama language-verified
translate-en-kj
not in FLORES-200Apache-2.0
English to Kaonde language-verified
translate-en-kqn
not in FLORES-200Apache-2.0
English to Kwangali language-verified
translate-en-kwn
not in FLORES-200Apache-2.0
English to San Salvador Kongo language-verified
translate-en-kwy
not in FLORES-200Apache-2.0
English to Lozi language-verified
translate-en-loz
not in FLORES-200Apache-2.0
English to Luba-Katanga language-verified
translate-en-lu
not in FLORES-200Apache-2.0
English to Luvale language-verified
translate-en-lue
not in FLORES-200Apache-2.0
English to Lunda language-verified
translate-en-lun
not in FLORES-200Apache-2.0
English to Austronesian languages
translate-en-map
not in FLORES-200Apache-2.0
English to Mauritian Creole language-verified
translate-en-mfe
not in FLORES-200Apache-2.0
English to Malagasy language-verified
translate-en-mg
not in FLORES-200Apache-2.0
English to Marshallese language-verified
translate-en-mh
not in FLORES-200Apache-2.0
English to Mon-Khmer languages
translate-en-mkh
not in FLORES-200Apache-2.0
English to Multiple languages
translate-en-mul
not in FLORES-200Apache-2.0
English to Ndonga language-verified
translate-en-ng
not in FLORES-200Apache-2.0
English to Niger-Kordofanian languages
translate-en-nic
not in FLORES-200Apache-2.0
English to Niuean language-verified
translate-en-niu
not in FLORES-200Apache-2.0
English to Nyaneka language-verified
translate-en-nyk
not in FLORES-200Apache-2.0
English to Oromo language-verified
translate-en-om
not in FLORES-200Apache-2.0
English to Philippine languages
translate-en-phi
not in FLORES-200Apache-2.0
English to Pijin language-verified
translate-en-pis
not in FLORES-200Apache-2.0
English to Pohnpeian language-verified
translate-en-pon
not in FLORES-200Apache-2.0
English to Malayo-Polynesian languages
translate-en-poz
not in FLORES-200Apache-2.0
English to Eastern Malayo-Polynesian languages language-verified
translate-en-pqe
not in FLORES-200Apache-2.0
English to Western Malayo-Polynesian languages language-verified
translate-en-pqw
not in FLORES-200Apache-2.0
English to Ruund language-verified
translate-en-rnd
not in FLORES-200Apache-2.0
English to Romance languages
translate-en-roa
not in FLORES-200Apache-2.0
English to Romance languages (OPUS-MT group)
translate-en-ROMANCE
not in FLORES-200Apache-2.0
English to Salishan languages language-verified
translate-en-sal
not in FLORES-200Apache-2.0
English to Semitic languages
translate-en-sem
not in FLORES-200Apache-2.0
English to Sino-Tibetan languages
translate-en-sit
not in FLORES-200Apache-2.0
English to Slavic languages
translate-en-sla
not in FLORES-200Apache-2.0
English to Albanian language-verified
translate-en-sq
not in FLORES-200Apache-2.0
English to Swahili language-verified
translate-en-sw
not in FLORES-200Apache-2.0
English to Congo Swahili language-verified
translate-en-swc
not in FLORES-200Apache-2.0
English to Tetun Dili language-verified
translate-en-tdt
not in FLORES-200Apache-2.0
English to Tiv language-verified
translate-en-tiv
not in FLORES-200Apache-2.0
English to Tagalog language-verified
translate-en-tl
not in FLORES-200Apache-2.0
English to Tetela language-verified
translate-en-tll
not in FLORES-200Apache-2.0
English to Tongan language-verified
translate-en-to
not in FLORES-200Apache-2.0
English to Tonga (Zambia) language-verified
translate-en-toi
not in FLORES-200Apache-2.0
English to Turkic languages
translate-en-trk
not in FLORES-200Apache-2.0
English to Altaic languages
translate-en-tut
not in FLORES-200Apache-2.0
English to Tuvaluan language-verified
translate-en-tvl
not in FLORES-200Apache-2.0
English to Tahitian language-verified
translate-en-ty
not in FLORES-200Apache-2.0
English to Uralic languages
translate-en-urj
not in FLORES-200Apache-2.0
English to East Slavic languages
translate-en-zle
not in FLORES-200Apache-2.0
English to South Slavic languages
translate-en-zls
not in FLORES-200Apache-2.0
English to West Slavic languages
translate-en-zlw
not in FLORES-200Apache-2.0
Finnish, Norwegian Bokmål, Norwegian, Norwegian Nynorsk, Russian, Swedish and English to Sami languages (OPUS-MT group)
translate-fi_nb_no_nn_ru_sv_en-SAMI
not in FLORES-200Apache-2.0
English to Basque
translate-synthetic-en-eu
not in FLORES-200CC-BY-4.0
English to Scottish Gaelic
translate-synthetic-en-gd
not in FLORES-200CC-BY-4.0
English to Icelandic
translate-synthetic-en-is
not in FLORES-200CC-BY-4.0
English to Georgian
translate-synthetic-en-ka
not in FLORES-200CC-BY-4.0
English to Macedonian
translate-synthetic-en-mk
not in FLORES-200CC-BY-4.0
English to Somali
translate-synthetic-en-so
not in FLORES-200CC-BY-4.0
English to Ukrainian
translate-synthetic-en-uk
not in FLORES-200CC-BY-4.0
English to Serbo-Croatian
translate-tc-base-en-sh
not in FLORES-200CC-BY-4.0
German, English, French, Portuguese and Spanish to Austro-Asiatic languages
translate-tc-bible-big-deu_eng_fra_por_spa-aav
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Afro-Asiatic languages
translate-tc-bible-big-deu_eng_fra_por_spa-afa
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Baltic languages
translate-tc-bible-big-deu_eng_fra_por_spa-bat
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Bantu languages
translate-tc-bible-big-deu_eng_fra_por_spa-bnt
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Finno-Ugrian languages
translate-tc-bible-big-deu_eng_fra_por_spa-fiu
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Germanic languages
translate-tc-bible-big-deu_eng_fra_por_spa-gem
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to North Germanic languages
translate-tc-bible-big-deu_eng_fra_por_spa-gmq
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to West Germanic languages
translate-tc-bible-big-deu_eng_fra_por_spa-gmw
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Indo-Iranian languages
translate-tc-bible-big-deu_eng_fra_por_spa-iir
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Indic languages
translate-tc-bible-big-deu_eng_fra_por_spa-inc
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Indo-European languages
translate-tc-bible-big-deu_eng_fra_por_spa-ine
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Italic languages
translate-tc-bible-big-deu_eng_fra_por_spa-itc
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Mon-Khmer languages
translate-tc-bible-big-deu_eng_fra_por_spa-mkh
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Multiple languages
translate-tc-bible-big-deu_eng_fra_por_spa-mul
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Western Malayo-Polynesian languages
translate-tc-bible-big-deu_eng_fra_por_spa-pqw
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Romance languages
translate-tc-bible-big-deu_eng_fra_por_spa-roa
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Semitic languages
translate-tc-bible-big-deu_eng_fra_por_spa-sem
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Slavic languages
translate-tc-bible-big-deu_eng_fra_por_spa-sla
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Turkic languages
translate-tc-bible-big-deu_eng_fra_por_spa-trk
not in FLORES-200Apache-2.0
German, English, French, Portuguese and Spanish to Uralic languages
translate-tc-bible-big-deu_eng_fra_por_spa-urj
not in FLORES-200Apache-2.0
English to Arabic language-verified
translate-tc-big-en-ar
not in FLORES-200CC-BY-4.0
English to Catalan, Occitan and Spanish
translate-tc-big-en-cat_oci_spa
not in FLORES-200CC-BY-4.0
English to Czech and Slovak
translate-tc-big-en-ces_slk
not in FLORES-200CC-BY-4.0
English to North Germanic languages language-verified
translate-tc-big-en-gmq
not in FLORES-200CC-BY-4.0
English to Latvian language-verified
translate-tc-big-en-lv
not in FLORES-200CC-BY-4.0
English to East Slavic languages
translate-tc-big-en-zle
not in FLORES-200CC-BY-4.0
English to Afrikaans
translate-windy-hplt-en-af
score withheldCC-BY-4.0
English to Bulgarian
translate-windy-hplt-en-bg
score withheldCC-BY-4.0
English to Bengali
translate-windy-hplt-en-bn
score withheldCC-BY-4.0
English to Welsh
translate-windy-hplt-en-cy
score withheldCC-BY-4.0
English to Esperanto
translate-windy-hplt-en-eo
score withheldCC-BY-4.0
English to Persian
translate-windy-hplt-en-fa
not in FLORES-200CC-BY-4.0
English to Gujarati
translate-windy-hplt-en-gu
score withheldCC-BY-4.0
English to Hebrew
translate-windy-hplt-en-he
score withheldCC-BY-4.0
English to Japanese
translate-windy-hplt-en-ja
score withheldCC-BY-4.0
English to Kannada
translate-windy-hplt-en-kn
score withheldCC-BY-4.0
English to Lithuanian
translate-windy-hplt-en-lt
score withheldCC-BY-4.0
English to Latvian
translate-windy-hplt-en-lv
not in FLORES-200CC-BY-4.0
English to Macedonian
translate-windy-hplt-en-mk
score withheldCC-BY-4.0
English to Malayalam
translate-windy-hplt-en-ml
score withheldCC-BY-4.0
English to Malay
translate-windy-hplt-en-ms
not in FLORES-200CC-BY-4.0
English to Sinhala
translate-windy-hplt-en-si
score withheldCC-BY-4.0
English to Slovak
translate-windy-hplt-en-sk
score withheldCC-BY-4.0
English to Slovenian
translate-windy-hplt-en-sl
score withheldCC-BY-4.0
English to Tamil
translate-windy-hplt-en-ta
score withheldCC-BY-4.0
English to Telugu
translate-windy-hplt-en-te
score withheldCC-BY-4.0
English to Thai
translate-windy-hplt-en-th
score withheldCC-BY-4.0
English to Turkish
translate-windy-hplt-en-tr
score withheldCC-BY-4.0
English to Ukrainian
translate-windy-hplt-en-uk
score withheldCC-BY-4.0
English to Urdu
translate-windy-hplt-en-ur
score withheldCC-BY-4.0
English to Vietnamese
translate-windy-hplt-en-vi
not yet scoredCC-BY-4.0
English to "jap" (code as used upstream; Bible-corpus model)
translate-en-jap
not in FLORES-200Apache-2.0 known defect: do not use

English speech-to-text

ModelFormatsLicence
listen-windy-distil-largect2-int8 onnx onnx-int8 safetensorsMIT
listen-windy-distil-mediumct2-int8 onnx onnx-int8 safetensorsMIT
listen-windy-distil-smallct2-int8 onnx onnx-int8 safetensorsMIT
listen-windy-edgect2-int8 onnx onnx-int8 safetensorsMIT
windy-edge-ggmlggmlMIT

Scores: chrF++ on FLORES-200 dev, 48 sentences, measured 2026-08-04. Method.