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--- |
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license: cc-by-nc-4.0 |
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inference: false |
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tags: |
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- mms |
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- vits |
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pipeline_tag: text-to-speech |
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--- |
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# Massively Multilingual Speech (MMS) : Text-to-Speech Models |
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This repository contains a collection of text-to-speech (TTS) models, offering support for over 1000 languages. These models are part of Facebook's [Massively Multilingual Speech](https://arxiv.org/abs/2305.13516) project, aiming to provide speech technology across a diverse range of languages. |
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## Table Of Contents |
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- [Usage](#usage) |
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- [Supported Languages](#supported-languages) |
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- [Model details](#model-details) |
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- [Additional links](#additional-links) |
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## Usage |
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For detailed instructions on utilizing the models, please refer to the [fairseq docs](https://github.com/facebookresearch/fairseq/blob/main/examples/mms/README.md#tts-1). Additionally, you can explore the models on [MMS Space](https://huggingface.co/spaces/facebook/MMS) available on HuggingFace. |
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*models* folder consists of only generator, which is enough to run TTS inference. Full model checkpoint which also includes the discriminator and the optimizer states can be found in *full_models* folder. The models can be downloaded locally using *[hf_hub_download](https://huggingface.co/docs/huggingface_hub/guides/download)* API. |
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See [this section](https://github.com/facebookresearch/fairseq/blob/main/examples/mms/README.md#tts-1) for instructions on using the models for inference. |
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## Supported Languages |
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This model supports 1107 languages. Unclick the following to toogle all supported languages of this checkpoint in [ISO 639-3 code](https://en.wikipedia.org/wiki/ISO_639-3). |
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You can find more details about the languages and their ISO 639-3 codes in the [MMS Language Coverage Overview](https://dl.fbaipublicfiles.com/mms/misc/language_coverage_mms.html). |
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<details> |
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<summary>Click to toggle</summary> |
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- abi |
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- ace |
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- aca |
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- acn |
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- acr |
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- ach |
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- acu |
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- guq |
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- ade |
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- adj |
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- agd |
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- agx |
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- agn |
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- aha |
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- aka |
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- knj |
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- ake |
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- aeu |
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- ahk |
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- bss |
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- alj |
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- sqi |
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- alt |
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- alp |
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- alz |
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- kab |
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- amk |
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- mmg |
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- amh |
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- ami |
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- azg |
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- agg |
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- boj |
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- cko |
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- any |
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- arl |
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- ara |
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- atq |
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- luc |
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- hyw |
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- apr |
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- aia |
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- msy |
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- cni |
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- cjo |
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- cpu |
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- cpb |
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- asm |
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- asa |
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- teo |
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- ati |
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- djk |
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- ava |
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- avn |
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- avu |
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- awb |
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- kwi |
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- awa |
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- agr |
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- agu |
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- ayr |
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- ayo |
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- abp |
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- blx |
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- sgb |
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- bam |
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- ptu |
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- eus |
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- cpa |
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- cuc |
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- hak |
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- nan |
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- cax |
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- ctg |
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- ctu |
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- chf |
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- cce |
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- crt |
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- crq |
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- cac-dialect_sansebastiáncoatán |
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- cac-dialect_sanmateoixtatán |
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- ckt |
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- ncu |
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- cdj |
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- chv |
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- caa |
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- asg |
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- con |
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- crn |
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- cok |
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- crk-script_latin |
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- crk-script_syllabics |
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- crh |
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- cui |
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- dsh |
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- dbq |
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- dga |
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- dgi |
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- dgk |
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- dnj-dialect_gweetaawueast |
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- dnj-dialect_blowowest |
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- daa |
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- dnt |
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- dnw |
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- dar |
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- tcc |
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- dwr |
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- mzw |
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- ntr |
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- ddn |
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- des |
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- dso |
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- nfa |
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- dhi |
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- gud |
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- did |
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- mhu |
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- dip |
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- dik |
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- tbz |
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- dts |
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- dos |
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- dgo |
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- mvp |
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- nld |
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- jen |
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- idd |
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- eka |
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- cto |
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- emp |
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- eng |
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- enx |
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- sja |
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- myv |
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- mcq |
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- ese |
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- evn |
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- fal |
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- fao |
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- far |
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- fin |
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- fon |
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- frd |
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- fra |
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- ful |
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- flr |
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- gau |
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- gbk |
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- gag-script_cyrillic |
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- gbi |
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- gmv |
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- lug |
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- pwg |
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- gbm |
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- cab |
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- grt |
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- krs |
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- gso |
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- nlg |
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- gej |
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- deu |
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- gri |
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- kik |
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- acd |
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- glk |
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- gof-script_latin |
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- gog |
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- gkn |
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- wsg |
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- gjn |
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- gqr |
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- gor |
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- gux |
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- gbo |
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- ell |
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- grc |
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- guh |
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- gub |
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- grn |
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- gyr |
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- guo |
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- gde |
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- rub |
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- dah |
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- bgc |
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- hvn |
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- xed |
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- heb |
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- hil |
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- hin |
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- hif |
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- hns |
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- hoc |
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- hoy |
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- hus-dialect_westernpotosino |
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- hus-dialect_centralveracruz |
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- huv |
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- hui |
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- hun |
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- iba |
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- isl |
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- dbj |
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- ife |
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- ign |
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- iqw |
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- ilo |
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- ind |
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- inb |
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- ipi |
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- irk |
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- icr |
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- itv |
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- itl |
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- atg |
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- ixl-dialect_sanjuancotzal |
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- ixl-dialect_sangasparchajul |
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- ixl-dialect_santamarianebaj |
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- nca |
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- izr |
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- izz |
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- jac |
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- jam |
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- jav |
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- jvn |
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- kac |
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- dyo |
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- csk |
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- adh |
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- jun |
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- jbu |
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- dyu |
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- bex |
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- juy |
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- gna |
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- urb |
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- kbp |
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- cwa |
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- dtp |
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- kbr |
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- cgc |
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- kki |
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- lew |
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- cbr |
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- ify |
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- xal |
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- kay |
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- hig |
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- gam |
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- cbu |
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- xnr |
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- kmu |
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- kne |
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- kan |
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- kby |
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- pam |
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- cak-dialect_santamaríadejesús |
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- cak-dialect_southcentral |
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- cak-dialect_yepocapa |
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- cak-dialect_western |
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- cak-dialect_santodomingoxenacoj |
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- cak-dialect_central |
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- xrb |
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- krc |
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- kaa |
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- krl |
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- pww |
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- cbs |
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- krj |
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- zga |
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- kin |
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- kog |
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- kqy |
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- kor |
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- coe |
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- kpy |
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- kyf |
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- kri |
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- rop |
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- ktj |
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- ted |
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- krr |
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- kdt |
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- kez |
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- cul |
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- kle |
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- kdi |
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- kue |
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- kum |
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- kvn |
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- cuk |
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- kdn |
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- xuo |
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- key |
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- kpz |
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- knk |
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- kmr-script_latin |
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- kmr-script_arabic |
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- kmr-script_cyrillic |
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- xua |
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- kru |
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- kus |
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- kub |
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- kdc |
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- kxv |
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- blh |
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- cwt |
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- kwd |
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- tnk |
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- kwf |
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- cwe |
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- kyc |
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- tye |
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- kir |
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- quc-dialect_north |
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- quc-dialect_east |
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- quc-dialect_central |
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- lac |
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- lsi |
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- lbj |
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- lhu |
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- las |
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- lam |
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- lns |
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- ljp |
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- laj |
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- lao |
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- lat |
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- lav |
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- law |
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- lcp |
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- lzz |
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- lln |
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- lef |
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- acf |
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- lww |
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- mhx |
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- eip |
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- lia |
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- lif |
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- onb |
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- lis |
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- loq |
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- lob |
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- yaz |
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- lok |
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- llg |
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- ycl |
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- lom |
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- ngl |
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- lon |
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- lex |
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- lgg |
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- ruf |
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- dop |
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- lnd |
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- ndy |
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- lwo |
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- lee |
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- mev |
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- myy |
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- mda |
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- mag |
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- ayz |
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- mai |
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- mca |
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- mak |
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- vmw |
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- mgh |
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- kde |
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- mlg |
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- pse |
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- mal |
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- xdy |
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- div |
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- mdy |
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- mup |
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- mam-dialect_central |
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- mam-dialect_northern |
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- mam-dialect_southern |
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- mam-dialect_western |
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- mqj |
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- mcu |
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- mzk |
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- maw |
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- mjl |
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- mge |
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- mrw |
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- mar |
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- mpg |
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- enb |
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- myx |
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- klv |
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- mfh |
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- met |
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- mcb |
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- mop |
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- yua |
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- mfy |
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- maz |
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- vmy |
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- maq |
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- mzi |
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- maj |
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- maa-dialect_sanantonio |
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- maa-dialect_sanjerónimo |
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- mhy |
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- mhi |
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- zmz |
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- myb |
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- gai |
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- mqb |
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- med |
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- men |
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- mee |
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- mwv |
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- zim |
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- mej |
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- min |
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- gum |
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- mto |
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- mip |
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- mib |
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- miy |
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- mih |
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- miz |
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- xtd |
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- mxt |
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- xtm |
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- mxv |
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- xtn |
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- mie |
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- mil |
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- mio |
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- mdv |
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- mza |
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- mit |
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- mxb |
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- mpm |
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- soy |
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- cmo-script_latin |
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- cmo-script_khmer |
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- mfq |
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- old |
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- mfk |
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- mif |
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- mkl |
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- mox |
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- myl |
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- mqf |
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- mnw |
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- mon |
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- mog |
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- mfe |
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- mor |
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- mqn |
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- mgd |
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- mtj |
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- cmr |
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- mtd |
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- bmr |
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- moz |
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- mzm |
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- mnb |
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- mnf |
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- unr |
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- fmu |
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- mur |
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- tih |
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- muv |
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- muy |
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- sur |
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- moa |
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- wmw |
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- tnr |
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- miq |
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- mos |
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- muh |
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- nas |
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- mbj |
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- nfr |
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- kfw |
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- nst |
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- nag |
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- nch |
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- nhe |
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- ngu |
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- azz |
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- nhx |
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- ncl |
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- nhy |
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- ncj |
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- nsu |
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- npl |
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- nuz |
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- nhw |
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- nhi |
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- nlc |
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- nab |
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- gld |
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- nnb |
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- npy |
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- pbb |
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- ntm |
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- nmz |
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- naw |
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- nxq |
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- ndj |
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- ndz |
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- ndv |
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- new |
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- nij |
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- sba |
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- gng |
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- nga |
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- nnq |
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- ngp |
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- gym |
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- kdj |
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- nia |
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- nim |
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- nin |
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- nko |
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- nog |
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- lem |
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- not |
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- nhu |
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- bud |
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- nus |
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- yas |
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- nnw |
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- nwb |
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- nyy |
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- nyn |
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- rim |
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- lid |
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- nuj |
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- nyo |
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- nzi |
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- ann |
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- ory |
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- ojb-script_latin |
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- ojb-script_syllabics |
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- oku |
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- bsc |
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- bdu |
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- orm |
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- ury |
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- oss |
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- ote |
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- otq |
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- stn |
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- sig |
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- kfx |
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- bfz |
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- sey |
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- pao |
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- pau |
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- pce |
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- plw |
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- pmf |
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- pag |
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- pap |
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- prf |
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- pab |
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- pbi |
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- pbc |
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- pad |
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- ata |
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- pez |
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- peg |
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- fas |
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- pcm |
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- pis |
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- pny |
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- pir |
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- pjt |
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- poy |
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- pol |
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- pps |
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- pls |
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- poi |
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- poh-dialect_eastern |
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- poh-dialect_western |
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- por |
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- prt |
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- pui |
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- pan |
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- tsz |
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- suv |
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- lme |
|
- quy |
|
- qvc |
|
- quz |
|
- qve |
|
- qub |
|
- qvh |
|
- qwh |
|
- qvw |
|
- quf |
|
- qvm |
|
- qul |
|
- qvn |
|
- qxn |
|
- qxh |
|
- qvs |
|
- quh |
|
- qxo |
|
- qxr |
|
- qvo |
|
- qvz |
|
- qxl |
|
- quw |
|
- kjb |
|
- kek |
|
- rah |
|
- rjs |
|
- rai |
|
- lje |
|
- rnl |
|
- rkt |
|
- rap |
|
- yea |
|
- raw |
|
- rej |
|
- rel |
|
- ril |
|
- iri |
|
- rgu |
|
- rhg |
|
- rmc-script_latin |
|
- rmc-script_cyrillic |
|
- rmo |
|
- rmy-script_latin |
|
- rmy-script_cyrillic |
|
- ron |
|
- rol |
|
- cla |
|
- rng |
|
- rug |
|
- run |
|
- rus |
|
- lsm |
|
- spy |
|
- sck |
|
- saj |
|
- sch |
|
- sml |
|
- xsb |
|
- sbl |
|
- saq |
|
- sbd |
|
- smo |
|
- rav |
|
- sxn |
|
- sag |
|
- sbp |
|
- xsu |
|
- srm |
|
- sas |
|
- apb |
|
- sgw |
|
- tvw |
|
- lip |
|
- slu |
|
- snw |
|
- sea |
|
- sza |
|
- seh |
|
- crs |
|
- ksb |
|
- shn |
|
- sho |
|
- mcd |
|
- cbt |
|
- xsr |
|
- shk |
|
- shp |
|
- sna |
|
- cjs |
|
- jiv |
|
- snp |
|
- sya |
|
- sid |
|
- snn |
|
- sri |
|
- srx |
|
- sil |
|
- sld |
|
- akp |
|
- xog |
|
- som |
|
- bmu |
|
- khq |
|
- ses |
|
- mnx |
|
- spa |
|
- srn |
|
- sxb |
|
- suc |
|
- tgo |
|
- suk |
|
- sun |
|
- suz |
|
- sgj |
|
- sus |
|
- swh |
|
- swe |
|
- syl |
|
- dyi |
|
- myk |
|
- spp |
|
- tap |
|
- tby |
|
- tna |
|
- shi |
|
- klw |
|
- tgl |
|
- tbk |
|
- tgj |
|
- blt |
|
- tbg |
|
- omw |
|
- tgk |
|
- tdj |
|
- tbc |
|
- tlj |
|
- tly |
|
- ttq-script_tifinagh |
|
- taj |
|
- taq |
|
- tam |
|
- tpm |
|
- tgp |
|
- tnn |
|
- tac |
|
- rif-script_latin |
|
- rif-script_arabic |
|
- tat |
|
- tav |
|
- twb |
|
- tbl |
|
- kps |
|
- twe |
|
- ttc |
|
- tel |
|
- kdh |
|
- tes |
|
- tex |
|
- tee |
|
- tpp |
|
- tpt |
|
- stp |
|
- tfr |
|
- twu |
|
- ter |
|
- tew |
|
- tha |
|
- nod |
|
- thl |
|
- tem |
|
- adx |
|
- bod |
|
- khg |
|
- tca |
|
- tir |
|
- txq |
|
- tik |
|
- dgr |
|
- tob |
|
- tmf |
|
- tng |
|
- tlb |
|
- ood |
|
- tpi |
|
- jic |
|
- lbw |
|
- txa |
|
- tom |
|
- toh |
|
- tnt |
|
- sda |
|
- tcs |
|
- toc |
|
- tos |
|
- neb |
|
- trn |
|
- trs |
|
- trc |
|
- tri |
|
- cof |
|
- tkr |
|
- kdl |
|
- cas |
|
- tso |
|
- tuo |
|
- iou |
|
- tmc |
|
- tuf |
|
- tur |
|
- tuk-script_latin |
|
- tuk-script_arabic |
|
- bov |
|
- tue |
|
- kcg |
|
- tzh-dialect_bachajón |
|
- tzh-dialect_tenejapa |
|
- tzo-dialect_chenalhó |
|
- tzo-dialect_chamula |
|
- tzj-dialect_western |
|
- tzj-dialect_eastern |
|
- aoz |
|
- udm |
|
- udu |
|
- ukr |
|
- ppk |
|
- ubu |
|
- urk |
|
- ura |
|
- urt |
|
- urd-script_devanagari |
|
- urd-script_arabic |
|
- urd-script_latin |
|
- upv |
|
- usp |
|
- uig-script_arabic |
|
- uig-script_cyrillic |
|
- uzb-script_cyrillic |
|
- vag |
|
- bav |
|
- vid |
|
- vie |
|
- vif |
|
- vun |
|
- vut |
|
- prk |
|
- wwa |
|
- rro |
|
- bao |
|
- waw |
|
- lgl |
|
- wlx |
|
- cou |
|
- hub |
|
- gvc |
|
- mfi |
|
- wap |
|
- wba |
|
- war |
|
- way |
|
- guc |
|
- cym |
|
- kvw |
|
- tnp |
|
- hto |
|
- huu |
|
- wal-script_latin |
|
- wal-script_ethiopic |
|
- wlo |
|
- noa |
|
- wob |
|
- kao |
|
- xer |
|
- yad |
|
- yka |
|
- sah |
|
- yba |
|
- yli |
|
- nlk |
|
- yal |
|
- yam |
|
- yat |
|
- jmd |
|
- tao |
|
- yaa |
|
- ame |
|
- guu |
|
- yao |
|
- yre |
|
- yva |
|
- ybb |
|
- pib |
|
- byr |
|
- pil |
|
- yor |
|
- ycn |
|
- ess |
|
- yuz |
|
- atb |
|
- zne |
|
- zaq |
|
- zpo |
|
- zad |
|
- zpc |
|
- zca |
|
- zpg |
|
- zai |
|
- zpl |
|
- zam |
|
- zaw |
|
- zpm |
|
- zac |
|
- zao |
|
- ztq |
|
- zar |
|
- zpt |
|
- zpi |
|
- zas |
|
- zaa |
|
- zpz |
|
- zab |
|
- zpu |
|
- zae |
|
- zty |
|
- zav |
|
- zza |
|
- zyb |
|
- ziw |
|
- zos |
|
- gnd |
|
- ewe |
|
|
|
</details> |
|
|
|
## Model details |
|
|
|
- **Developed by:** Vineel Pratap et al. |
|
- **Model type:** Text-to-speech model |
|
- **Language(s):** 1107 languages, see [supported languages](#supported-languages) |
|
- **License:** CC-BY-NC 4.0 license |
|
- **Cite as:** |
|
|
|
@article{pratap2023mms, |
|
title={Scaling Speech Technology to 1,000+ Languages}, |
|
author={Vineel Pratap and Andros Tjandra and Bowen Shi and Paden Tomasello and Arun Babu and Sayani Kundu and Ali Elkahky and Zhaoheng Ni and Apoorv Vyas and Maryam Fazel-Zarandi and Alexei Baevski and Yossi Adi and Xiaohui Zhang and Wei-Ning Hsu and Alexis Conneau and Michael Auli}, |
|
journal={arXiv}, |
|
year={2023} |
|
} |
|
|
|
## Additional Links |
|
|
|
- [Blog post](https://ai.facebook.com/blog/multilingual-model-speech-recognition/) |
|
- [Transformers documentation](https://huggingface.co/docs/transformers/main/en/model_doc/mms). |
|
- [Paper](https://arxiv.org/abs/2305.13516) |
|
- [GitHub Repository](https://github.com/facebookresearch/fairseq/tree/main/examples/mms#asr) |
|
- [Other **MMS** checkpoints](https://huggingface.co/models?other=mms) |
|
- MMS base checkpoints: |
|
- [facebook/mms-1b](https://huggingface.co/facebook/mms-1b) |
|
- [facebook/mms-300m](https://huggingface.co/facebook/mms-300m) |
|
- [Official Space](https://huggingface.co/spaces/facebook/MMS) |
