| --- |
| license: cc-by-nc-4.0 |
| library_name: onnx-asr |
| pipeline_tag: automatic-speech-recognition |
| tags: |
| - onnx |
| - onnxruntime |
| - asr |
| - automatic-speech-recognition |
| - speech-recognition |
| - onnx-asr |
| - wav2vec2 |
| - mms |
| - multilingual |
| base_model: facebook/mms-1b-all |
| language: |
| - multilingual |
| --- |
| |
| # MMS-1B-all ONNX — one shared base, one small pack for each of 1198 languages |
|
|
| ONNX export of Meta's [`facebook/mms-1b-all`](https://huggingface.co/facebook/mms-1b-all) |
| for [onnx-asr](https://github.com/istupakov/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. |
|
|
| ```text |
| 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: |
|
|
| ```sh |
| pip install "onnx-asr[cpu] @ git+https://github.com/TigreGotico/onnx-asr@feat/adapter-lazy-download" |
| ``` |
|
|
| ```py |
| 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: |
|
|
| ```py |
| 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 |
|
|
| <details> |
| <summary>All 1198 languages</summary> |
|
|
| | 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 | | |
|
|
| </details> |
|
|
| ## 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](https://arxiv.org/abs/2305.13516). |
|
|
