OpenVoiceOS/mms-1b-all-onnx

MMS-1B-all ONNX — one shared base, one small pack for each of 1198 languages

ONNX export of Meta's facebook/mms-1b-all for onnx-asr. A single 1B-parameter base graph serves every language. Each language adds only a small adapter pack.

This release holds every adapter in the checkpoint: 1198 languages.

How it works

MMS is one wav2vec2 base with a small attention adapter and a CTC head per language. A merged export costs 3.6 GB for every language. Here the adapter layers and the CTC head are graph inputs, not baked-in weights:

Item	Size
model.onnx + model.onnx_data (shared base, fp32)	3.85 GB, once
model.int8.onnx + model.int8.onnx_data (shared base, int8)	1.00 GB, once
adapters/<iso>.npz + vocabs/<iso>.txt	about 8.4 MB per language

One session holds 3.75 GB and each extra pack adds about 7 MB. Feeding the adapter tensors costs about 0.02 ms per call, so switching language is free.

model.onnx            shared base graph
model.onnx_data       base weights (fp32)
model.int8.onnx       shared base graph, dynamic int8 weights
model.int8.onnx_data  base weights (int8)
config.json           model_type, language list, aliases
manifest.json         per-language verification record
adapters/<iso>.npz    adapter layers + CTC head + true vocab size
vocabs/<iso>.txt      character vocabulary for that language

Usage

The whole repository is about 15 GB, so onnx-asr downloads one language at a time. That needs the feat/adapter-lazy-download branch of the TigreGotico fork:

pip install "onnx-asr[cpu] @ git+https://github.com/TigreGotico/onnx-asr@feat/adapter-lazy-download"

import onnx_asr

model = onnx_asr.load_model("OpenVoiceOS/mms-1b-all-onnx")
print(len(model.asr.languages))

print(model.recognize("clip.wav", language="swh"))
print(model.recognize("clip.wav", language="sw-KE"))

The first load fetches the base graph, config.json and the pack of default_language (swh). Every other pack is fetched the first time its language is used and then cached. To pay that cost up front:

model.asr.preload("yor", "ces", "khm")

Add quantization="int8" to load_model for the int8 base.

language takes the pack name (swh), a BCP-47 tag whose primary subtag maps to a pack (sw-KE, cs), or one of the 133 aliases in config.json. Pack names with a script or dialect suffix (azj-script_latin, cak-dialect_central) must be given in full.

Verification

manifest.json records what was checked for each language.

Tier	Languages	What was done
A-real-clip	29	Transcription of a real recording, compared with the native transformers model (log-probability difference and token sequence).
A-plausible	68	Transcription of a real FLEURS recording through the ONNX graph, with the character error rate against the FLEURS reference.
A-native-parity	4	Native-model parity checked, but no reference recording exists for the language.
B-graph	1097	The pack runs through the shared base graph, the log-probabilities are finite and every emitted index decodes through the language vocabulary. No recording was available.

97 languages were checked on a real recording; 29 of those were also compared against the native transformers model. The remaining 1101 languages have no public recording, so they have the graph and vocabulary check only. Every pack was also checked structurally at export time: tensor names, tensor shapes and vocabulary size against the vocabulary file.

A character error rate in the table is against one FLEURS sentence. It says the model produces the right script and roughly the right words; it is not a benchmark.

Languages

All 1198 languages

Pack	Language	Vocabulary	Verification	CER
abi	Abidji	56	B-graph
abk	Abkhazian	46	B-graph
abp	Abellen Ayta	36	B-graph
aca	Achagua	38	B-graph
acd	Gikyode	31	B-graph
ace	Acehnese	45	B-graph
acf	Saint Lucian Creole French	36	B-graph
ach	Acoli	31	B-graph
acn	Achang	40	B-graph
acr	Achi	40	A-native-parity
acu	Achuar-Shiwiar	38	B-graph
ade	Adele	43	B-graph
adh	Adhola	32	B-graph
adj	Adioukrou	49	B-graph
adx	Amdo Tibetan	61	B-graph
aeu	Akeu	28	B-graph
afr	Afrikaans	77	A-real-clip	0.04
agd	Agarabi	33	B-graph
agg	Angor	36	B-graph
agn	Agutaynen	43	B-graph
agr	Aguaruna	41	B-graph
agu	Aguacateco	43	B-graph
agx	Aghul	37	B-graph
aha	Ahanta	50	B-graph
ahk	Akha	33	B-graph
aia	Arosi	32	B-graph
aka	Akan	35	B-graph
akb	Batak Angkola	35	B-graph
ake	Akawaio	35	B-graph
akp	Siwu	38	B-graph
alj	Alangan	28	B-graph
alp	Alune	33	B-graph
alt	Southern Altai	49	B-graph
alz	Alur	30	B-graph
ame	Yanesha'	42	B-graph
amf	Hamer-Banna	31	B-graph
amh	Amharic	339	A-real-clip	0.03
ami	Amis	29	B-graph
amk	Ambai	38	B-graph
ann	Obolo	43	B-graph
any	Anyin	42	B-graph
aoz	Uab Meto	28	B-graph
apb	Sa'a	41	B-graph
apr	Arop-Lokep	34	B-graph
ara	Arabic	121	A-plausible	0.11
arl	Arabela	37	B-graph
asa	Asu	31	B-graph
asg	Cishingini	35	B-graph
asm	Assamese	138	A-plausible	0.01
ast	Asturian	80	A-real-clip	0.06
ata	Pele-Ata	36	B-graph
atb	Zaiwa	53	B-graph
atg	Ivbie North-Okpela-Arhe	53	B-graph
ati	Attié	34	B-graph
atq	Aralle-Tabulahan	31	B-graph
ava	Avaric	40	B-graph
avn	Avatime	52	B-graph
avu	Avokaya	60	B-graph
awa	Awadhi	81	B-graph
awb	Awa (Papua New Guinea)	38	B-graph
ayo	Ayoreo	60	B-graph
ayr	Central Aymara	44	B-graph
ayz	Mai Brat	43	B-graph
azb	South Azerbaijani	42	B-graph
azg	San Pedro Amuzgos Amuzgo	42	B-graph
azj-script_cyrillic	North Azerbaijani — cyrillic	40	B-graph
azj-script_latin	North Azerbaijani — latin	70	B-graph
azz	Highland Puebla Nahuatl	36	B-graph
bak	Bashkir	55	B-graph
bam	Bambara	39	B-graph
ban	Balinese	28	B-graph
bao	Waimaha	48	B-graph
bas	Basaa	29	B-graph
bav	Vengo	43	B-graph
bba	Baatonum	38	B-graph
bbb	Barai	25	B-graph
bbc	Batak Toba	32	B-graph
bbo	Northern Bobo Madaré	38	B-graph
bcc-script_arabic	Southern Balochi — arabic	34	B-graph
bcc-script_latin	Southern Balochi — latin	32	B-graph
bcl	Central Bikol	34	B-graph
bcw	Bana	32	B-graph
bdg	Bonggi	27	B-graph
bdh	Baka (South Sudan)	42	B-graph
bdq	Bahnar	40	B-graph
bdu	Oroko	48	B-graph
bdv	Bodo Parja	42	B-graph
beh	Biali	34	B-graph
bel	Belarusian	95	A-plausible	0.07
bem	Bemba	36	A-real-clip
ben	Bangla	136	A-plausible	0.05
bep	Besoa	30	B-graph
bex	Jur Modo	36	B-graph
bfa	Bari	31	B-graph
bfo	Malba Birifor	52	B-graph
bfy	Bagheli	57	B-graph
bfz	Mahasu Pahari	66	B-graph
bgc	Haryanvi	66	B-graph
bgq	Bagri	64	B-graph
bgr	Bawm Chin	39	B-graph
bgt	Bughotu	28	B-graph
bgw	Bhatri	44	B-graph
bha	Bharia	50	B-graph
bht	Bhattiyali	70	B-graph
bhz	Bada (Indonesia)	29	B-graph
bib	Bissa	37	B-graph
bim	Bimoba	34	B-graph
bis	Bislama	30	B-graph
biv	Southern Birifor	41	B-graph
bjr	Binumarien	42	B-graph
bjv	Bedjond	34	B-graph
bjw	Bakwé	38	B-graph
bjz	Baruga	50	B-graph
bkd	Binukid	45	B-graph
bkv	Bekwarra	57	B-graph
blh	Kuwaa	48	B-graph
blt	Tai Dam	73	B-graph
blx	Mag-Indi Ayta	34	B-graph
blz	Balantak	31	B-graph
bmq	Bomu	51	B-graph
bmr	Muinane	33	B-graph
bmu	Somba-Siawari	42	B-graph
bmv	Bum	43	B-graph
bng	Benga	66	B-graph
bno	Bantoanon	36	B-graph
bnp	Bola	37	B-graph
boa	Bora	48	B-graph
bod	Tibetan	65	B-graph
boj	Anjam	41	B-graph
bom	Berom	64	B-graph
bor	Borôro	52	B-graph
bos	Bosnian	77	A-plausible	0.02
bov	Tuwuli	40	B-graph
box	Buamu	52	B-graph
bpr	Koronadal Blaan	43	B-graph
bps	Sarangani Blaan	33	B-graph
bqc	Boko (Benin)	50	B-graph
bqi	Bakhtiari	46	B-graph
bqj	Bandial	40	B-graph
bqp	Busa	61	B-graph
bre	Breton	43	B-graph
bru	Eastern Bru	51	B-graph
bsc	Bassari	38	B-graph
bsq	Bassa	63	B-graph
bss	Akoose	62	B-graph
btd	Batak Dairi	41	B-graph
bts	Batak Simalungun	31	B-graph
btt	Bete-Bendi	55	B-graph
btx	Batak Karo	38	B-graph
bud	Ntcham	54	B-graph
bul	Bulgarian	96	A-real-clip	0.02
bus	Bokobaru	51	B-graph
bvc	Baelelea	32	B-graph
bvz	Bauzi	30	B-graph
bwq	Southern Bobo Madaré	34	B-graph
bwu	Buli (Ghana)	30	B-graph
byr	Baruya	40	B-graph
bzh	Mapos Buang	44	B-graph
bzi	Bisu	75	B-graph
bzj	Belize Kriol English	32	B-graph
caa	Chortí	48	B-graph
cab	Garifuna	36	B-graph
cac-dialect_sanmateoixtatan	Chuj — dialect sanmateoixtatan	48	B-graph
cac-dialect_sansebastiancoatan	Chuj — dialect sansebastiancoatan	50	B-graph
cak-dialect_central	Kaqchikel — dialect central	48	B-graph
cak-dialect_santamariadejesus	Kaqchikel — dialect santamariadejesus	38	B-graph
cak-dialect_santodomingoxenacoj	Kaqchikel — dialect santodomingoxenacoj	49	B-graph
cak-dialect_southcentral	Kaqchikel — dialect southcentral	38	B-graph
cak-dialect_western	Kaqchikel — dialect western	39	B-graph
cak-dialect_yepocapa	Kaqchikel — dialect yepocapa	32	B-graph
cap	Chipaya	47	B-graph
car	Carib	30	B-graph
cas	Tsimané	62	B-graph
cat	Catalan	106	A-plausible	0.04
cax	Chiquitano	39	B-graph
cbc	Carapana	46	B-graph
cbi	Chachi	50	B-graph
cbr	Cashibo-Cacataibo	41	B-graph
cbs	Cashinahua	49	B-graph
cbt	Chayahuita	32	B-graph
cbu	Candoshi-Shapra	47	B-graph
cbv	Cacua	50	B-graph
cce	Chopi	34	B-graph
cco	Comaltepec Chinantec	50	B-graph
cdj	Churahi	69	B-graph
ceb	Cebuano	74	A-plausible	0.04
ceg	Chamacoco	48	B-graph
cek	Eastern Khumi Chin	40	B-graph
ces	Czech	86	A-real-clip	0.00
cfm	Falam Chin	37	B-graph
cgc	Kagayanen	34	B-graph
che	Chechen	39	B-graph
chf	Tabasco Chontal	39	B-graph
chv	Chuvash	47	B-graph
chz	Ozumacín Chinantec	54	B-graph
cjo	Ashéninka Pajonal	39	B-graph
cjp	Cabécar	46	B-graph
cjs	Shor	42	B-graph
ckb	Central Kurdish	111	A-real-clip	0.15
cko	Anufo	39	B-graph
ckt	Chukot	42	B-graph
cla	Ron	35	B-graph
cle	Lealao Chinantec	47	B-graph
cly	Eastern Highland Chatino	41	B-graph
cme	Cerma	39	B-graph
cmn-script_simplified	Mandarin Chinese — simplified	4495	B-graph
cmo-script_khmer	Central Mnong — khmer	59	B-graph
cmo-script_latin	Central Mnong — latin	51	B-graph
cmr	Mro-Khimi Chin	38	B-graph
cnh	Hakha Chin	33	B-graph
cni	Asháninka	34	B-graph
cnl	Lalana Chinantec	48	B-graph
cnt	Tepetotutla Chinantec	48	B-graph
coe	Koreguaje	45	B-graph
cof	Colorado	37	B-graph
cok	Santa Teresa Cora	40	B-graph
con	Cofán	40	B-graph
cot	Caquinte	45	B-graph
cou	Wamey	40	B-graph
cpa	Palantla Chinantec	45	B-graph
cpb	Ucayali-Yurúa Ashéninka	49	B-graph
cpu	Pichis Ashéninka	47	B-graph
crh	Crimean Tatar	47	B-graph
crk-script_latin	Plains Cree — latin	39	B-graph
crk-script_syllabics	Plains Cree — syllabics	82	B-graph
crn	El Nayar Cora	40	B-graph
crq	Iyo'wujwa Chorote	50	B-graph
crs	Seselwa Creole French	39	B-graph
crt	Iyojwa'ja Chorote	43	B-graph
csk	Jola-Kasa	37	B-graph
cso	Sochiapam Chinantec	42	B-graph
ctd	Tedim Chin	44	B-graph
ctg	Chittagonian	62	B-graph
cto	Emberá-Catío	45	B-graph
ctu	Chol	40	B-graph
cuc	Usila Chinantec	43	B-graph
cui	Cuiba	41	B-graph
cuk	San Blas Kuna	39	B-graph
cul	Culina	44	B-graph
cwa	Kabwa	31	B-graph
cwe	Kwere	34	B-graph
cwt	Kuwaataay	36	B-graph
cya	Nopala Chatino	40	B-graph
cym	Welsh	83	A-plausible	0.11
daa	Dangaléat	34	B-graph
dah	Gwahatike	39	B-graph
dan	Danish	75	A-plausible	0.04
dar	Dargwa	39	B-graph
dbj	Ida'an	30	B-graph
dbq	Daba	36	B-graph
ddn	Dendi (Benin)	39	B-graph
ded	Dedua	39	B-graph
des	Desano	49	B-graph
deu	German	194	A-plausible	0.04
dga	Southern Dagaare	38	B-graph
dgi	Northern Dagara	56	B-graph
dgk	Dagba	49	B-graph
dgo	Dogri (individual language)	67	B-graph
dgr	Dogrib	47	B-graph
dhi	Dhimal	59	B-graph
did	Didinga	38	B-graph
dig	Digo	35	B-graph
dik	Southwestern Dinka	36	B-graph
dip	Northeastern Dinka	32	B-graph
div	Divehi	65	B-graph
djk	Eastern Maroon Creole	33	B-graph
dnj-dialect_blowowest	Dan — dialect blowowest	35	B-graph
dnj-dialect_gweetaawueast	Dan — dialect gweetaawueast	39	B-graph
dnt	Mid Grand Valley Dani	41	B-graph
dnw	Western Dani	38	B-graph
dop	Lukpa	38	B-graph
dos	Dogosé	47	B-graph
dsh	Daasanach	43	B-graph
dso	Desiya	36	B-graph
dtp	Central Dusun	35	B-graph
dts	Toro So Dogon	31	B-graph
dug	Duruma	33	B-graph
dwr	Dawro	33	B-graph
dyi	Djimini Senoufo	39	B-graph
dyo	Jola-Fonyi	37	B-graph
dyu	Dyula	35	B-graph
dzo	Dzongkha	61	B-graph
eip	Eipomek	41	B-graph
eka	Ekajuk	32	B-graph
ell	Greek	102	A-real-clip	0.00
emp	Northern Emberá	60	B-graph
enb	Markweeta	34	B-graph
eng	English	154	A-plausible	0.01
enx	Enxet	42	B-graph
epo	Esperanto	51	B-graph
ese	Ese Ejja	49	B-graph
ess	Central Siberian Yupik	46	B-graph
est	Estonian	74	A-plausible	0.04
eus	Basque	34	B-graph
evn	Evenki	41	B-graph
ewe	Ewe	55	B-graph
eza	Ezaa	48	B-graph
fal	South Fali	41	B-graph
fao	Faroese	40	B-graph
far	Fataleka	29	B-graph
fas	Persian	118	A-plausible	0.07
fij	Fijian	39	B-graph
fin	Finnish	71	A-real-clip	0.01
flr	Fuliiru	35	B-graph
fmu	Far Western Muria	53	B-graph
fon	Fon	49	B-graph
fra	French	314	A-plausible	0.00
frd	Fordata	32	B-graph
fry	Western Frisian	46	B-graph
ful	Fula	85	A-plausible	0.23
gag-script_cyrillic	Gagauz — cyrillic	39	B-graph
gag-script_latin	Gagauz — latin	41	B-graph
gai	Borei	36	B-graph
gam	Kandawo	35	B-graph
gau	Mudhili Gadaba	64	B-graph
gbi	Galela	37	B-graph
gbk	Gaddi	69	B-graph
gbm	Garhwali	68	B-graph
gbo	Northern Grebo	48	B-graph
gde	Gude	41	B-graph
geb	Kire	37	B-graph
gej	Gen	48	B-graph
gil	Gilbertese	28	B-graph
gjn	Gonja	34	B-graph
gkn	Gokana	58	B-graph
gld	Nanai	37	B-graph
gle	Irish	78	A-plausible	0.36
glg	Galician	76	A-real-clip	0.10
glk	Gilaki	42	B-graph
gmv	Gamo	34	B-graph
gna	Kaansa	62	B-graph
gnd	Zulgo-Gemzek	38	B-graph
gng	Ngangam	47	B-graph
gof-script_latin	Gofa — latin	32	B-graph
gog	Gogo	30	B-graph
gor	Gorontalo	30	B-graph
gqr	Gor	32	B-graph
grc	Ancient Greek	122	B-graph
gri	Ghari	33	B-graph
grn	Guarani	58	B-graph
grt	Garo	66	B-graph
gso	Southwest Gbaya	39	B-graph
gub	Guajajára	35	B-graph
guc	Wayuu	48	A-native-parity
gud	Yocoboué Dida	36	B-graph
guh	Guahibo	48	B-graph
guj	Gujarati	124	A-plausible	0.05
guk	Gumuz	221	B-graph
gum	Guambiano	46	B-graph
guo	Guayabero	41	B-graph
guq	Aché	49	B-graph
guu	Yanomamö	49	B-graph
gux	Gourmanchéma	30	B-graph
gvc	Guanano	46	B-graph
gvl	Gulay	56	B-graph
gwi	Gwichʼin	49	B-graph
gwr	Gwere	42	B-graph
gym	Ngäbere	51	B-graph
gyr	Guarayu	47	B-graph
had	Hatam	30	B-graph
hag	Hanga	33	B-graph
hak	Hakka Chinese	46	B-graph
hap	Hupla	40	B-graph
hat	Haitian Creole	35	B-graph
hau	Hausa	84	A-plausible	0.06
hay	Haya	39	B-graph
heb	Hebrew	90	A-plausible	0.27
heh	Hehe	30	B-graph
hif	Fiji Hindi	43	B-graph
hig	Kamwe	39	B-graph
hil	Hiligaynon	45	B-graph
hin	Hindi	127	A-real-clip	0.07
hlb	Halbi	54	B-graph
hlt	Matu Chin	31	B-graph
hne	Chhattisgarhi	71	B-graph
hnn	Hanunoo	24	B-graph
hns	Caribbean Hindustani	33	B-graph
hoc	Ho	58	B-graph
hoy	Holiya	64	B-graph
hrv	Croatian	76	A-plausible	0.00
hsb	Upper Sorbian	44	B-graph
hto	Minica Huitoto	42	B-graph
hub	Huambisa	38	B-graph
hui	Huli	30	B-graph
hun	Hungarian	76	A-plausible	0.13
hus-dialect_centralveracruz	Huastec — dialect centralveracruz	33	B-graph
hus-dialect_westernpotosino	Huastec — dialect westernpotosino	48	B-graph
huu	Murui Huitoto	40	B-graph
huv	San Mateo Del Mar Huave	40	B-graph
hvn	Sabu	30	B-graph
hwc	Hawai'i Creole English	41	B-graph
hye	Armenian	103	A-plausible	0.03
hyw	Western Armenian	44	B-graph
iba	Iban	32	B-graph
ibo	Igbo	89	A-real-clip	0.06
icr	Islander Creole English	38	B-graph
idd	Ede Idaca	43	B-graph
ifa	Amganad Ifugao	32	B-graph
ifb	Batad Ifugao	33	B-graph
ife	Ifè	52	B-graph
ifk	Tuwali Ifugao	37	B-graph
ifu	Mayoyao Ifugao	33	B-graph
ify	Keley-I Kallahan	33	B-graph
ign	Ignaciano	46	B-graph
ikk	Ika	39	B-graph
ilb	Ila	31	B-graph
ilo	Iloko	44	B-graph
imo	Imbongu	33	B-graph
ina	Interlingua	35	B-graph
inb	Inga	39	B-graph
ind	Indonesian	80	A-real-clip	0.00
iou	Tuma-Irumu	41	B-graph
ipi	Ipili	27	B-graph
iqw	Ikwo	48	B-graph
iri	Rigwe	46	B-graph
irk	Iraqw	36	B-graph
isl	Icelandic	64	A-plausible	0.05
ita	Italian	183	A-plausible	0.04
itl	Itelmen	51	B-graph
itv	Itawit	33	B-graph
ixl-dialect_sangasparchajul	Ixil — dialect sangasparchajul	36	B-graph
ixl-dialect_sanjuancotzal	Ixil — dialect sanjuancotzal	45	B-graph
ixl-dialect_santamarianebaj	Ixil — dialect santamarianebaj	45	B-graph
izr	Izere	39	B-graph
izz	Izii	51	B-graph
jac	Popti'	36	B-graph
jam	Jamaican Creole English	32	B-graph
jav	Javanese	73	A-real-clip	0.04
jbu	Jukun Takum	51	B-graph
jen	Dza	39	B-graph
jic	Tol	46	B-graph
jiv	Shuar	29	B-graph
jmc	Machame	36	B-graph
jmd	Yamdena	30	B-graph
jpn	Japanese	2268	A-plausible	0.15
jun	Juang	57	B-graph
juy	Juray	42	B-graph
jvn	Caribbean Javanese	38	B-graph
kaa	Kara-Kalpak	50	B-graph
kab	Kabyle	65	B-graph
kac	Kachin	29	B-graph
kak	Kalanguya	40	B-graph
kam	Kamba	68	A-plausible	0.01
kan	Kannada	125	A-plausible	0.06
kao	Xaasongaxango	35	B-graph
kaq	Capanahua	37	B-graph
kat	Georgian	93	A-real-clip	0.02
kay	Kamayurá	48	B-graph
kaz	Kazakh	108	A-plausible	0.06
kbo	Keliko	53	B-graph
kbp	Kabiyè	46	B-graph
kbq	Kamano	42	B-graph
kbr	Kafa	35	B-graph
kby	Manga Kanuri	33	B-graph
kca	Khanty	49	B-graph
kcg	Tyap	37	B-graph
kdc	Kutu	29	B-graph
kde	Makonde	36	B-graph
kdh	Tem	46	B-graph
kdi	Kumam	30	B-graph
kdj	Karamojong	29	B-graph
kdl	Tsikimba	36	B-graph
kdn	Kunda	32	B-graph
kdt	Kuy	64	B-graph
kea	Kabuverdianu	75	A-plausible	0.04
kek	Kekchí	40	A-native-parity
ken	Kenyang	54	B-graph
keo	Kakwa	31	B-graph
ker	Kera	55	B-graph
key	Kupia	55	B-graph
kez	Kukele	53	B-graph
kfb	Northwestern Kolami	53	B-graph
kff-script_telugu	Koya — telugu	44	B-graph
kfw	Kharam Naga	45	B-graph
kfx	Kullu Pahari	68	B-graph
khg	Khams Tibetan	61	B-graph
khm	Khmer	152	A-real-clip	0.15
khq	Koyra Chiini	39	B-graph
kia	Kim	49	B-graph
kij	Kilivila	38	B-graph
kik	Kikuyu	39	B-graph
kin	Kinyarwanda	141	B-graph
kir	Kyrgyz	101	A-real-clip	0.06
kjb	Q'anjob'al	51	B-graph
kje	Kisar	30	B-graph
kjg	Khmu	37	B-graph
kjh	Khakas	49	B-graph
kki	Kagulu	32	B-graph
kkj	Kako	44	B-graph
kle	Kulung (Nepal)	65	B-graph
klu	Klao	53	B-graph
klv	Maskelynes	44	B-graph
klw	Tado	30	B-graph
kma	Konni	35	B-graph
kmd	Majukayang Kalinga	40	B-graph
kml	Tanudan Kalinga	35	B-graph
kmr-script_arabic	Northern Kurdish — arabic	41	B-graph
kmr-script_cyrillic	Northern Kurdish — cyrillic	38	B-graph
kmr-script_latin	Northern Kurdish — latin	40	B-graph
kmu	Kanite	24	B-graph
knb	Lubuagan Kalinga	45	B-graph
kne	Kankanaey	37	B-graph
knf	Mankanya	35	B-graph
knj	Western Kanjobal	40	B-graph
knk	Kuranko	30	B-graph
kno	Kono (Sierra Leone)	28	B-graph
kog	Cogui	48	B-graph
kor	Korean	1330	A-plausible	0.20
kpq	Korupun-Sela	37	B-graph
kps	Tehit	31	B-graph
kpv	Komi-Zyrian	43	B-graph
kpy	Koryak	42	B-graph
kpz	Kupsabiny	29	B-graph
kqe	Kalagan	38	B-graph
kqp	Kimré	36	B-graph
kqr	Kimaragang	46	B-graph
kqy	Koorete	178	B-graph
krc	Karachay-Balkar	40	B-graph
kri	Krio	33	B-graph
krj	Kinaray-a	42	B-graph
krl	Karelian	34	B-graph
krr	Krung	61	B-graph
krs	Gbaya (Sudan)	54	B-graph
kru	Kurukh	64	B-graph
ksb	Shambala	34	B-graph
ksr	Borong	43	B-graph
kss	Southern Kisi	41	B-graph
ktb	Kambaata	188	B-graph
ktj	Plapo Krumen	38	B-graph
kub	Kutep	48	B-graph
kue	Kuman (Papua New Guinea)	39	B-graph
kum	Kumyk	42	B-graph
kus	Kusaal	31	B-graph
kvn	Border Kuna	49	B-graph
kvw	Wersing	29	B-graph
kwd	Kwaio	33	B-graph
kwf	Kwara'ae	36	B-graph
kwi	Awa-Cuaiquer	46	B-graph
kxc	Konso	147	B-graph
kxf	Manumanaw Karen	41	B-graph
kxm	Northern Khmer	50	B-graph
kxv	Kuvi	45	B-graph
kyb	Butbut Kalinga	40	B-graph
kyc	Kyaka	40	B-graph
kyf	Kouya	35	B-graph
kyg	Keyagana	23	B-graph
kyo	Kelon	32	B-graph
kyq	Kenga	35	B-graph
kyu	Western Kayah	42	B-graph
kyz	Kayabí	41	B-graph
kzf	Da'a Kaili	30	B-graph
lac	Lacandon	40	B-graph
laj	Lango (Uganda)	31	B-graph
lam	Lamba	32	B-graph
lao	Lao	123	A-plausible	0.06
las	Lama (Togo)	35	B-graph
lat	Latin	32	B-graph
lav	Latvian	75	A-plausible	0.02
law	Lauje	33	B-graph
lbj	Ladakhi	60	B-graph
lbw	Tolaki	28	B-graph
lcp	Western Lawa	45	B-graph
lee	Lyélé	67	B-graph
lef	Lelemi	40	B-graph
lem	Nomaande	37	B-graph
lew	Ledo Kaili	37	B-graph
lex	Luang	30	B-graph
lgg	Lugbara	37	B-graph
lgl	Wala	33	B-graph
lhu	Lahu	35	B-graph
lia	West-Central Limba	31	B-graph
lid	Nyindrou	38	B-graph
lif	Limbu	53	B-graph
lin	Lingala	81	A-real-clip	0.01
lip	Sekpele	47	B-graph
lis	Lisu	58	B-graph
lit	Lithuanian	71	A-plausible	0.07
lje	Rampi	38	B-graph
ljp	Lampung Api	38	B-graph
llg	Lole	29	B-graph
lln	Lele (Chad)	39	B-graph
lme	Pévé	40	B-graph
lnd	Lundayeh	39	B-graph
lns	Lamnso'	51	B-graph
lob	Lobi	45	B-graph
lok	Loko	32	B-graph
lom	Loma (Liberia)	60	B-graph
lon	Malawi Lomwe	40	B-graph
loq	Lobala	38	B-graph
lsi	Lashi	42	B-graph
lsm	Saamia	36	B-graph
ltz	Luxembourgish	78	A-plausible	0.11
luc	Aringa	62	B-graph
lug	Ganda	79	A-plausible	0.04
luo	Luo (Kenya and Tanzania)	68	A-real-clip	0.15
lwo	Luwo	31	B-graph
lww	Lewo	36	B-graph
lzz	Laz	37	B-graph
maa-dialect_sanantonio	San Jerónimo Tecóatl Mazatec — dialect sanantonio	45	B-graph
maa-dialect_sanjeronimo	San Jerónimo Tecóatl Mazatec — dialect sanjeronimo	44	B-graph
mad	Madurese	37	B-graph
mag	Magahi	72	B-graph
mah	Marshallese	41	B-graph
mai	Maithili	69	B-graph
maj	Jalapa De Díaz Mazatec	39	B-graph
mak	Makasar	34	B-graph
mal	Malayalam	136	A-plausible	0.04
mam-dialect_central	Mam — dialect central	47	B-graph
mam-dialect_northern	Mam — dialect northern	51	B-graph
mam-dialect_southern	Mam — dialect southern	35	B-graph
mam-dialect_western	Mam — dialect western	42	B-graph
maq	Chiquihuitlán Mazatec	38	B-graph
mar	Marathi	146	A-plausible	0.04
maw	Mampruli	33	B-graph
maz	Central Mazahua	48	B-graph
mbb	Western Bukidnon Manobo	38	B-graph
mbc	Macushi	57	B-graph
mbh	Mangseng	39	B-graph
mbj	Nadëb	50	B-graph
mbt	Matigsalug Manobo	33	B-graph
mbu	Mbula-Bwazza	64	B-graph
mbz	Amoltepec Mixtec	37	B-graph
mca	Maca	46	B-graph
mcb	Machiguenga	36	B-graph
mcd	Sharanahua	44	B-graph
mco	Coatlán Mixe	46	B-graph
mcp	Makaa	54	B-graph
mcq	Ese	37	B-graph
mcu	Cameroon Mambila	61	B-graph
mda	Mada (Nigeria)	59	B-graph
mdf	Moksha	39	B-graph
mdv	Santa Lucía Monteverde Mixtec	41	B-graph
mdy	Male (Ethiopia)	156	B-graph
med	Melpa	39	B-graph
mee	Mengen	28	B-graph
mej	Meyah	35	B-graph
men	Mende	34	B-graph
meq	Merey	40	B-graph
met	Mato	39	B-graph
mev	Mano	53	B-graph
mfe	Morisyen	34	B-graph
mfh	Matal	42	B-graph
mfi	Wandala	37	B-graph
mfk	North Mofu	35	B-graph
mfq	Moba	31	B-graph
mfy	Mayo	45	B-graph
mfz	Mabaan	34	B-graph
mgd	Moru	43	B-graph
mge	Mango	47	B-graph
mgh	Makhuwa-Meetto	36	B-graph
mgo	Metaʼ	54	B-graph
mhi	Ma'di	32	B-graph
mhr	Eastern Mari	45	B-graph
mhu	Digaro-Mishmi	37	B-graph
mhx	Maru	38	B-graph
mhy	Ma'anyan	36	B-graph
mib	Atatláhuca Mixtec	46	B-graph
mie	Ocotepec Mixtec	42	B-graph
mif	Mofu-Gudur	34	B-graph
mih	Chayuco Mixtec	41	B-graph
mil	Peñoles Mixtec	53	B-graph
mim	Alacatlatzala Mixtec	40	B-graph
min	Minangkabau	38	B-graph
mio	Pinotepa Nacional Mixtec	38	B-graph
mip	Apasco-Apoala Mixtec	43	B-graph
miq	Mískito	44	B-graph
mit	Southern Puebla Mixtec	54	B-graph
miy	Ayutla Mixtec	44	B-graph
miz	Coatzospan Mixtec	53	B-graph
mjl	Mandeali	66	B-graph
mjv	Mannan	57	B-graph
mkd	Macedonian	97	A-plausible	0.02
mkl	Mokole	51	B-graph
mkn	Kupang Malay	34	B-graph
mlg	Malagasy	48	B-graph
mlt	Maltese	83	A-real-clip	0.11
mmg	North Ambrym	35	B-graph
mnb	Muna	28	B-graph
mnf	Mundani	55	B-graph
mnk	Mandinka	34	B-graph
mnw	Mon	63	B-graph
mnx	Manikion	27	B-graph
moa	Mwan	35	B-graph
mog	Mongondow	40	B-graph
mon	Mongolian	100	A-plausible	0.10
mop	Mopán Maya	47	B-graph
mor	Moro	37	B-graph
mos	Mossi	39	B-graph
mox	Molima	39	B-graph
moz	Mukulu	43	B-graph
mpg	Marba	45	B-graph
mpm	Yosondúa Mixtec	43	B-graph
mpp	Migabac	40	B-graph
mpx	Misima-Panaeati	34	B-graph
mqb	Mbuko	47	B-graph
mqf	Momuna	48	B-graph
mqj	Mamasa	40	B-graph
mqn	Moronene	34	B-graph
mri	Māori	61	A-plausible	0.05
mrw	Maranao	25	B-graph
msy	Aruamu	41	B-graph
mtd	Mualang	28	B-graph
mtj	Moskona	35	B-graph
mto	Totontepec Mixe	43	B-graph
muh	Mündü	35	B-graph
mup	Malvi	60	B-graph
mur	Murle	39	B-graph
muv	Muthuvan	50	B-graph
muy	Muyang	51	B-graph
mvp	Duri	31	B-graph
mwq	Mün Chin	47	B-graph
mwv	Mentawai	34	B-graph
mxb	Tezoatlán Mixtec	50	B-graph
mxq	Juquila Mixe	39	B-graph
mxt	Jamiltepec Mixtec	40	B-graph
mxv	Metlatónoc Mixtec	50	B-graph
mya	Burmese	140	A-plausible	0.17
myb	Mbay	43	B-graph
myk	Mamara Senoufo	49	B-graph
myl	Moma	31	B-graph
myv	Erzya	40	B-graph
myx	Masaaba	35	B-graph
myy	Macuna	49	B-graph
mza	Santa María Zacatepec Mixtec	53	B-graph
mzi	Ixcatlán Mazatec	38	B-graph
mzj	Manya	36	B-graph
mzk	Nigeria Mambila	44	B-graph
mzm	Mumuye	60	B-graph
mzw	Deg	43	B-graph
nab	Southern Nambikuára	44	B-graph
nag	Naga Pidgin	40	B-graph
nan	Min Nan Chinese	51	B-graph
nas	Naasioi	36	B-graph
naw	Nawuri	34	B-graph
nca	Iyo	47	B-graph
nch	Central Huasteca Nahuatl	41	B-graph
ncj	Northern Puebla Nahuatl	36	B-graph
ncl	Michoacán Nahuatl	38	B-graph
ncu	Chumburung	34	B-graph
ndj	Ndamba	30	B-graph
ndp	Ndo	29	B-graph
ndv	Ndut	38	B-graph
ndy	Lutos	34	B-graph
ndz	Ndogo	55	B-graph
neb	Toura (Côte d'Ivoire)	50	B-graph
new	Newari	67	B-graph
nfa	Dhao	30	B-graph
nfr	Nafaanra	35	B-graph
nga	Ngbaka	47	B-graph
ngl	Lomwe	26	B-graph
ngp	Ngulu	30	B-graph
ngu	Guerrero Nahuatl	39	B-graph
nhe	Eastern Huasteca Nahuatl	37	B-graph
nhi	Zacatlán-Ahuacatlán-Tepetzintla Nahuatl	40	B-graph
nhu	Noone	48	B-graph
nhw	Western Huasteca Nahuatl	40	B-graph
nhx	Isthmus-Mecayapan Nahuatl	42	B-graph
nhy	Northern Oaxaca Nahuatl	37	B-graph
nia	Nias	37	B-graph
nij	Ngaju	37	B-graph
nim	Nilamba	34	B-graph
nin	Ninzo	51	B-graph
nko	Nkonya	39	B-graph
nlc	Nalca	35	B-graph
nld	Dutch	86	A-real-clip	0.04
nlg	Gela	33	B-graph
nlk	Ninia Yali	39	B-graph
nmz	Nawdm	47	B-graph
nnb	Nande	38	B-graph
nno	Norwegian Nynorsk	32	B-graph
nnq	Ngindo	29	B-graph
nnw	Southern Nuni	57	B-graph
noa	Woun Meu	51	B-graph
nob	Norwegian Bokmål	75	A-plausible	0.10
nod	Northern Thai	69	B-graph
nog	Nogai	43	B-graph
not	Nomatsiguenga	44	B-graph
npi	Nepali (individual language)	124	A-real-clip	0.01
npl	Southeastern Puebla Nahuatl	40	B-graph
npy	Napu	29	B-graph
nso	Northern Sotho	75	A-plausible	0.03
nst	Tase Naga	30	B-graph
nsu	Sierra Negra Nahuatl	44	B-graph
ntm	Nateni	45	B-graph
ntr	Delo	31	B-graph
nuj	Nyole	33	B-graph
nus	Nuer	37	B-graph
nuz	Tlamacazapa Nahuatl	37	B-graph
nwb	Nyabwa	36	B-graph
nxq	Naxi	32	B-graph
nya	Nyanja	74	A-real-clip	0.07
nyf	Giryama	32	B-graph
nyn	Nyankole	31	B-graph
nyo	Nyoro	31	B-graph
nyy	Nyakyusa-Ngonde	48	B-graph
nzi	Nzima	34	B-graph
obo	Obo Manobo	33	B-graph
oci	Occitan	81	A-plausible	0.10
ojb-script_latin	Northwestern Ojibwa — latin	29	B-graph
ojb-script_syllabics	Northwestern Ojibwa — syllabics	159	B-graph
oku	Oku	52	B-graph
old	Mochi	35	B-graph
omw	South Tairora	34	B-graph
onb	Lingao	30	B-graph
ood	Tohono O'odham	33	B-graph
orm	Oromo	65	A-plausible	0.17
ory	Odia (individual language)	134	A-plausible	0.08
oss	Ossetic	37	B-graph
ote	Mezquital Otomi	43	B-graph
otq	Querétaro Otomi	40	B-graph
ozm	Koonzime	64	B-graph
pab	Parecís	53	B-graph
pad	Paumarí	54	B-graph
pag	Pangasinan	35	B-graph
pam	Pampanga	36	B-graph
pan	Punjabi	95	A-real-clip	0.02
pao	Northern Paiute	39	B-graph
pap	Papiamento	54	B-graph
pau	Palauan	43	B-graph
pbb	Páez	44	B-graph
pbc	Patamona	45	B-graph
pbi	Parkwa	39	B-graph
pce	Ruching Palaung	42	B-graph
pcm	Nigerian Pidgin	39	B-graph
peg	Pengo	41	B-graph
pez	Eastern Penan	36	B-graph
pib	Yine	27	B-graph
pil	Yom	43	B-graph
pir	Piratapuyo	47	B-graph
pis	Pijin	39	B-graph
pjt	Pitjantjatjara	48	B-graph
pkb	Pokomo	38	B-graph
pls	San Marcos Tlacoyalco Popoloca	48	B-graph
plw	Brooke's Point Palawano	34	B-graph
pmf	Pamona	30	B-graph
pny	Pinyin	58	B-graph
poh-dialect_eastern	Poqomchi' — dialect eastern	40	B-graph
poh-dialect_western	Poqomchi' — dialect western	32	B-graph
poi	Highland Popoluca	42	B-graph
pol	Polish	74	A-plausible	0.01
por	Portuguese	82	A-plausible	0.04
poy	Pogolo	30	B-graph
ppk	Uma	31	B-graph
pps	San Luís Temalacayuca Popoloca	49	B-graph
prf	Paranan	39	B-graph
prk	Parauk	35	B-graph
prt	Phai	58	B-graph
pse	Central Malay	27	B-graph
pss	Kaulong	27	B-graph
ptu	Bambam	31	B-graph
pui	Puinave	43	B-graph
pus	Pashto	139	A-plausible	0.43
pwg	Gapapaiwa	41	B-graph
pww	Pwo Northern Karen	49	B-graph
pxm	Quetzaltepec Mixe	40	B-graph
qub	Huallaga Huánuco Quechua	44	B-graph
quc-dialect_central	Kʼicheʼ — dialect central	40	B-graph
quc-dialect_east	Kʼicheʼ — dialect east	46	B-graph
quc-dialect_north	Kʼicheʼ — dialect north	38	B-graph
quf	Lambayeque Quechua	38	B-graph
quh	South Bolivian Quechua	46	B-graph
qul	North Bolivian Quechua	41	B-graph
quw	Tena Lowland Quichua	47	B-graph
quy	Ayacucho Quechua	39	A-native-parity
quz	Cusco Quechua	40	B-graph
qvc	Cajamarca Quechua	45	B-graph
qve	Eastern Apurímac Quechua	43	B-graph
qvh	Huamalíes-Dos de Mayo Huánuco Quechua	44	B-graph
qvm	Margos-Yarowilca-Lauricocha Quechua	44	B-graph
qvn	North Junín Quechua	45	B-graph
qvo	Napo Lowland Quechua	39	B-graph
qvs	San Martín Quechua	34	B-graph
qvw	Huaylla Wanca Quechua	49	B-graph
qvz	Northern Pastaza Quichua	38	B-graph
qwh	Huaylas Ancash Quechua	40	B-graph
qxh	Panao Huánuco Quechua	45	B-graph
qxl	Salasaca Highland Quichua	41	B-graph
qxn	Northern Conchucos Ancash Quechua	44	B-graph
qxo	Southern Conchucos Ancash Quechua	42	B-graph
qxr	Cañar Highland Quichua	39	B-graph
rah	Rabha	43	B-graph
rai	Ramoaaina	35	B-graph
rap	Rapanui	40	B-graph
rav	Sampang	59	B-graph
raw	Rawang	55	B-graph
rej	Rejang	36	B-graph
rel	Rendille	32	B-graph
rgu	Ringgou	27	B-graph
rhg	Rohingya	38	B-graph
rif-script_arabic	Riffian — arabic	45	B-graph
rif-script_latin	Riffian — latin	44	B-graph
ril	Riang Lang	30	B-graph
rim	Nyaturu	33	B-graph
rjs	Rajbanshi	65	B-graph
rkt	Rangpuri	66	B-graph
rmc-script_cyrillic	Carpathian Romani — cyrillic	40	B-graph
rmc-script_latin	Carpathian Romani — latin	44	B-graph
rmo	Sinte Romani	31	B-graph
rmy-script_cyrillic	Vlax Romani — cyrillic	40	B-graph
rmy-script_latin	Vlax Romani — latin	31	B-graph
rng	Ronga	47	B-graph
rnl	Ranglong	39	B-graph
roh-dialect_sursilv	Romansh — dialect sursilv	40	B-graph
roh-dialect_vallader	Romansh — dialect vallader	43	B-graph
rol	Romblomanon	49	B-graph
ron	Romanian	83	A-real-clip	0.15
rop	Kriol	26	B-graph
rro	Waima	35	B-graph
rub	Gungu	39	B-graph
ruf	Luguru	35	B-graph
rug	Roviana	28	B-graph
run	Rundi	32	B-graph
rus	Russian	95	A-plausible	0.03
sab	Buglere	40	B-graph
sag	Sango	43	B-graph
sah	Yakut	50	B-graph
saj	Sahu	33	B-graph
saq	Samburu	39	B-graph
sas	Sasak	33	B-graph
sat	Santali	39	B-graph
sba	Ngambay	53	B-graph
sbd	Southern Samo	54	B-graph
sbl	Botolan Sambal	32	B-graph
sbp	Sangu	30	B-graph
sch	Sakachep	42	B-graph
sck	Sadri	63	B-graph
sda	Toraja-Sa'dan	32	B-graph
sea	Semai	42	B-graph
seh	Sena	32	B-graph
ses	Koyraboro Senni	39	B-graph
sey	Secoya	40	B-graph
sgb	Mag-antsi Ayta	45	B-graph
sgj	Surgujia	53	B-graph
sgw	Sebat Bet Gurage	248	B-graph
shi	Tachelhit	39	B-graph
shk	Shilluk	50	B-graph
shn	Shan	47	B-graph
sho	Shanga	51	B-graph
shp	Shipibo-Conibo	40	B-graph
sid	Sidamo	41	B-graph
sig	Paasaal	36	B-graph
sil	Tumulung Sisaala	39	B-graph
sja	Epena	49	B-graph
sjm	Mapun	34	B-graph
sld	Sissala	49	B-graph
slk	Slovak	77	A-plausible	0.01
slu	Selaru	30	B-graph
slv	Slovenian	72	A-plausible	0.05
sml	Central Sama	33	B-graph
smo	Samoan	29	B-graph
sna	Shona	65	A-real-clip	0.05
snd	Sindhi	128	A-plausible	0.04
sne	Bau Bidayuh	43	B-graph
snn	Siona	44	B-graph
snp	Siane	27	B-graph
snw	Selee	40	B-graph
som	Somali	73	A-plausible	0.25
soy	Miyobe	49	B-graph
spa	Spanish	243	A-plausible	0.00
spp	Supyire Senoufo	54	B-graph
spy	Sabaot	33	B-graph
sqi	Albanian	37	B-graph
sri	Siriano	50	B-graph
srm	Saramaccan	40	B-graph
srn	Sranan Tongo	38	B-graph
srp-script_cyrillic	Serbian — cyrillic	35	B-graph
srp-script_latin	Serbian — latin	96	B-graph
srx	Sirmauri	67	B-graph
stn	Owa	31	B-graph
stp	Southeastern Tepehuan	31	B-graph
suc	Western Subanon	29	B-graph
suk	Sukuma	40	B-graph
sun	Sundanese	41	B-graph
sur	Mwaghavul	42	B-graph
sus	Susu	30	B-graph
suv	Puroik	36	B-graph
suz	Sunwar	70	B-graph
swe	Swedish	74	A-plausible	0.02
swh	Swahili (individual language)	79	A-real-clip	0.12
sxb	Suba	35	B-graph
sxn	Sangir	44	B-graph
sya	Siang	29	B-graph
syl	Sylheti	35	B-graph
sza	Semelai	29	B-graph
tac	Lowland Tarahumara	37	B-graph
taj	Eastern Tamang	66	B-graph
tam	Tamil	120	A-plausible	0.04
tao	Yami	29	B-graph
tap	Taabwa	39	B-graph
taq	Tamasheq	41	B-graph
tat	Tatar	57	B-graph
tav	Tatuyo	46	B-graph
tbc	Takia	40	B-graph
tbg	North Tairora	43	B-graph
tbk	Calamian Tagbanwa	47	B-graph
tbl	Tboli	39	B-graph
tby	Tabaru	41	B-graph
tbz	Ditammari	48	B-graph
tca	Ticuna	65	B-graph
tcc	Datooga	29	B-graph
tcs	Torres Strait Creole	25	B-graph
tcz	Thado Chin	46	B-graph
tdj	Tajio	30	B-graph
ted	Tepo Krumen	36	B-graph
tee	Huehuetla Tepehua	37	B-graph
tel	Telugu	125	A-real-clip	0.07
tem	Timne	33	B-graph
teo	Teso	30	B-graph
ter	Tereno	42	B-graph
tes	Tengger	29	B-graph
tew	Tewa (USA)	51	B-graph
tex	Tennet	35	B-graph
tfr	Teribe	55	B-graph
tgj	Tagin	37	B-graph
tgk	Tajik	106	A-plausible	0.01
tgl	Filipino	82	A-plausible	0.03
tgo	Sudest	36	B-graph
tgp	Tangoa	46	B-graph
tha	Thai	133	A-plausible	0.10
thk	Tharaka	31	B-graph
thl	Dangaura Tharu	67	B-graph
tih	Timugon Murut	35	B-graph
tik	Tikar	56	B-graph
tir	Tigrinya	231	B-graph
tkr	Tsakhur	40	B-graph
tlb	Tobelo	42	B-graph
tlj	Talinga-Bwisi	33	B-graph
tly	Talysh	43	B-graph
tmc	Tumak	37	B-graph
tmf	Toba-Maskoy	43	B-graph
tna	Tacana	40	B-graph
tng	Tobanga	39	B-graph
tnk	Kwamera	36	B-graph
tnn	North Tanna	30	B-graph
tnp	Whitesands	31	B-graph
tnr	Ménik	40	B-graph
tnt	Tontemboan	32	B-graph
tob	Toba	40	B-graph
toc	Coyutla Totonac	40	B-graph
toh	Gitonga	35	B-graph
tom	Tombulu	31	B-graph
tos	Highland Totonac	43	B-graph
tpi	Tok Pisin	40	B-graph
tpm	Tampulma	33	B-graph
tpp	Pisaflores Tepehua	48	B-graph
tpt	Tlachichilco Tepehua	44	B-graph
trc	Copala Triqui	44	B-graph
tri	Trió	41	B-graph
trn	Trinitario	40	B-graph
trs	Chicahuaxtla Triqui	56	B-graph
tso	Tsonga	33	B-graph
tsz	Purepecha	39	B-graph
ttc	Tektiteko	40	B-graph
tte	Bwanabwana	31	B-graph
ttq-script_tifinagh	Tawallammat Tamajaq — tifinagh	29	B-graph
tue	Tuyuca	49	B-graph
tuf	Central Tunebo	40	B-graph
tuk-script_arabic	Turkmen — arabic	44	B-graph
tuk-script_latin	Turkmen — latin	39	B-graph
tuo	Tucano	50	B-graph
tur	Turkish	76	A-plausible	0.03
tvw	Sedoa	32	B-graph
twb	Western Tawbuid	34	B-graph
twe	Tewa (Indonesia)	32	B-graph
twu	Termanu	31	B-graph
txa	Tombonuo	26	B-graph
txq	Tii	42	B-graph
txu	Kayapó	46	B-graph
tye	Kyanga	51	B-graph
tzh-dialect_bachajon	Tzeltal — dialect bachajon	39	B-graph
tzh-dialect_tenejapa	Tzeltal — dialect tenejapa	40	B-graph
tzj-dialect_eastern	Tz'utujil — dialect eastern	40	B-graph
tzj-dialect_western	Tz'utujil — dialect western	40	B-graph
tzo-dialect_chamula	Tzotzil — dialect chamula	39	B-graph
tzo-dialect_chenalho	Tzotzil — dialect chenalho	39	B-graph
ubl	Buhi'non Bikol	40	B-graph
ubu	Umbu-Ungu	31	B-graph
udm	Udmurt	45	B-graph
udu	Uduk	37	B-graph
uig-script_arabic	Uyghur — arabic	46	B-graph
uig-script_cyrillic	Uyghur — cyrillic	51	B-graph
ukr	Ukrainian	98	A-plausible	0.04
umb	Umbundu	75	A-plausible	0.03
unr	Mundari	57	B-graph
upv	Uripiv-Wala-Rano-Atchin	34	B-graph
ura	Urarina	29	B-graph
urb	Urubú-Kaapor	48	B-graph
urd-script_arabic	Urdu — arabic	127	B-graph
urd-script_devanagari	Urdu — devanagari	74	B-graph
urd-script_latin	Urdu — latin	50	B-graph
urk	Urak Lawoi'	53	B-graph
urt	Urat	42	B-graph
ury	Orya	45	B-graph
usp	Uspanteco	38	B-graph
uzb-script_cyrillic	Uzbek — cyrillic	50	B-graph
uzb-script_latin	Uzbek — latin	113	B-graph
vag	Vagla	45	B-graph
vid	Vidunda	29	B-graph
vie	Vietnamese	137	A-plausible	0.12
vif	Vili	33	B-graph
vmw	Makhuwa	32	B-graph
vmy	Ayautla Mazatec	38	B-graph
vot	Votic	35	B-graph
vun	Vunjo	33	B-graph
vut	Vute	54	B-graph
wal-script_ethiopic	Wolaytta — ethiopic	181	B-graph
wal-script_latin	Wolaytta — latin	33	B-graph
wap	Wapishana	46	B-graph
war	Waray	45	B-graph
waw	Waiwai	37	B-graph
way	Wayana	32	B-graph
wba	Warao	40	B-graph
wlo	Wolio	31	B-graph
wlx	Wali (Ghana)	37	B-graph
wmw	Mwani	44	B-graph
wob	Wè Northern	34	B-graph
wol	Wolof	87	A-plausible	0.13
wsg	Adilabad Gondi	45	B-graph
wwa	Waama	39	B-graph
xal	Kalmyk	52	B-graph
xdy	Malayic Dayak	30	B-graph
xed	Hdi	33	B-graph
xer	Xerénte	57	B-graph
xho	Xhosa	76	A-plausible	0.03
xmm	Manado Malay	36	B-graph
xnj	Ngoni (Tanzania)	29	B-graph
xnr	Kangri	64	B-graph
xog	Soga	29	B-graph
xon	Konkomba	32	B-graph
xrb	Eastern Karaboro	37	B-graph
xsb	Sambal	45	B-graph
xsm	Kasem	38	B-graph
xsr	Sherpa	60	B-graph
xsu	Sanumá	54	B-graph
xta	Alcozauca Mixtec	45	B-graph
xtd	Diuxi-Tilantongo Mixtec	42	B-graph
xte	Ketengban	39	B-graph
xtm	Magdalena Peñasco Mixtec	44	B-graph
xtn	Northern Tlaxiaco Mixtec	38	B-graph
xua	Alu Kurumba	49	B-graph
xuo	Kuo	54	B-graph
yaa	Yaminahua	40	B-graph
yad	Yagua	33	B-graph
yal	Yalunka	32	B-graph
yam	Yamba	44	B-graph
yao	Yao	31	B-graph
yas	Nugunu (Cameroon)	34	B-graph
yat	Yambeta	38	B-graph
yaz	Lokaa	38	B-graph
yba	Yala	39	B-graph
ybb	Yemba	49	B-graph
ycl	Lolopo	41	B-graph
ycn	Yucuna	44	B-graph
yea	Ravula	50	B-graph
yka	Yakan	35	B-graph
yli	Angguruk Yali	30	B-graph
yor	Yoruba	94	A-real-clip	0.18
yre	Yaouré	35	B-graph
yua	Yucateco	38	B-graph
yue-script_traditional	Cantonese — traditional	2299	B-graph
yuz	Yuracare	52	B-graph
yva	Yawa	31	B-graph
zaa	Sierra de Juárez Zapotec	51	B-graph
zab	Western Tlacolula Valley Zapotec	40	B-graph
zac	Ocotlán Zapotec	38	B-graph
zad	Cajonos Zapotec	43	B-graph
zae	Yareni Zapotec	40	B-graph
zai	Isthmus Zapotec	40	B-graph
zam	Miahuatlán Zapotec	44	B-graph
zao	Ozolotepec Zapotec	38	B-graph
zaq	Aloápam Zapotec	51	B-graph
zar	Rincón Zapotec	43	B-graph
zas	Santo Domingo Albarradas Zapotec	41	B-graph
zav	Yatzachi Zapotec	42	B-graph
zaw	Mitla Zapotec	47	B-graph
zca	Coatecas Altas Zapotec	43	B-graph
zga	Kinga	32	B-graph
zim	Mesme	45	B-graph
ziw	Zigula	29	B-graph
zlm	Malay (individual language)	74	A-plausible	0.00
zmz	Mbandja	61	B-graph
zne	Zande (individual language)	41	B-graph
zos	Francisco León Zoque	41	B-graph
zpc	Choapan Zapotec	42	B-graph
zpg	Guevea De Humboldt Zapotec	49	B-graph
zpi	Santa María Quiegolani Zapotec	40	B-graph
zpl	Lachixío Zapotec	38	B-graph
zpm	Mixtepec Zapotec	44	B-graph
zpo	Amatlán Zapotec	50	B-graph
zpt	San Vicente Coatlán Zapotec	41	B-graph
zpu	Yalálag Zapotec	40	B-graph
zpz	Texmelucan Zapotec	40	B-graph
ztq	Quioquitani-Quierí Zapotec	39	B-graph
zty	Yatee Zapotec	42	B-graph
zul	Zulu	75	A-plausible	0.05
zyb	Yongbei Zhuang	34	B-graph
zyp	Zyphe Chin	44	B-graph
zza	Zaza	38	B-graph

Caveats — read before you use this

• This is a community fallback. A dedicated ASR fine-tune for your language always beats MMS. Use this only when nothing else exists.
• MMS quality varies a lot by language, and its training data skews to narrow domains, largely religious-text recordings.
• Output is character-level: no punctuation, no casing.
• A B-graph language is untested on speech. It runs; nobody checked what it says.
• If a dedicated model appears for your language, prefer it.

License and attribution

cc-by-nc-4.0, inherited from facebook/mms-1b-all. Non-commercial use only.

Meta AI, MMS project — Scaling Speech Technology to 1000+ Languages, arXiv:2305.13516.