Model Overview

This collection contains Conformer-CTC large model (around 120M parameters) for Multilingual and Code-Switched speech recongition of English-Spanish speech.\nIt utilizes a Google SentencePiece [1] tokenizer with vocabulary size 1024, and transcribes text in lower case English and Spanish alphabet along with spaces, apostrophes and a few other characters.

It can transcribe audio samples into English or Spanish or even both English and Spanish used in the same sentence. The language is detected automatically.

Model Architecture

Conformer-Transducer model is a non-autoregressive variant of Conformer model [2] for Automatic Speech Recognition which uses CTC loss/decoding instead of Transducer. You may find more info on the detail of this model here Conformer-CTC Model.

Training

The NeMo toolkit [3] was used for training the models for over several hundred epochs. These model are trained with this example script and this base config. The model was initialized from the weights of the stt_enes_conformer_ctc_large checkpoint.

The tokenizers for these models were built using the text transcripts of the train set with this script. For the creation of the tokenizer, the original text corpus from both English and Spanish sources we used instead of the synthetic code-switched text corupus.

Datasets

The models in this collection were trained on a synthetic intra-sentential code-switching set which was constructed from the following English and Spanish datasets:

English:

Librispeech: 960 hours of training data [9]

Spanish:

Mozilla Common Voice 7.0: 289 hours of training data after data cleaning [4]
Multilingual LibriSpeech: 801 hours of training data after data cleaning [5]
Voxpopuli transcribed subset: 110 hours of training data after data cleaning [6]
Fisher dataset: 140 hours of training data after data cleaning [7,8]

For the creation of the synthetic code-switched set, samples were chosen randomly from the English and Spanish sources, appropiately normalized and then concatenated with natural pauses to get utterances having lenght between 16-20 seconds.

Performance

The performance of Automatic Speech Recognition models is measured using Word Error Rate (WER).

The model obtains the following greedy WER scores on the following evaluation datasets -

\n
5.52 % on synthetic en-es code-switched set (en-es)
\n
\n
2.22 % on Librispeech Dev-Clean (en)
\n
\n
2.55 % on Librispeech Test-Clean (en)
\n
\n
5.36 % on Librispeech Dev-Other (en)
\n
\n
5.38 % on Librispeech Test-Other (en)
\n
\n
5.00 % on MCV Dev v7.0 (es)
\n
\n
3.46 % on MLS Dev (es)
\n
\n
5.58 % on Voxpopuli Dev (es)
\n
\n
16.51 % on Fisher Dev (es)
\n
\n
5.51 % on MCV Test v7.0 (es)
\n
\n
3.73 % on MLS Test (es)
\n
\n
6.63 % on Voxpopuli Test (es)
\n
\n
16.31 % on Fisher Test (es)
\n

The model was not trained on the above datasets.

How to Use this Model

The model is available for use in the NeMo toolkit [3], and can be used as a pre-trained checkpoint for inference or for fine-tuning on another dataset.

Automatically load the model from NGC

import nemo.collections.asr as nemo_asr\nasr_model = nemo_asr.models.EncDecCTCModelBPE.from_pretrained(model_name=\"stt_enes_conformer_ctc_large_codesw\")\n

Transcribing text with this model

"\n\">

python [NEMO_GIT_FOLDER]/examples/asr/transcribe_speech.py \\\n  pretrained_name=\"stt_enes_conformer_ctc_large_codesw\" \\\n  audio_dir=\"<DIRECTORY CONTAINING AUDIO FILES>\"\n

Input

This model accepts 16000 KHz Mono-channel Audio (wav files) as input.

Output

This model provides transcribed speech as a string for a given audio sample. The output string may contain English or Spanish characters, depending on the languages used in the audio sample.

Limitations

Since this model was trained on publically available speech datasets, the performance of this model might degrade for speech which includes technical terms, or vernacular that the model has not been trained on. The model might also perform worse for accented speech. Further, the model has been trained on a synthetic code-switched set, hence the model performance might degrade on some out of domain code-switching cases.

References

[1] Google Sentencepiece Tokenizer

[2] Conformer: Convolution-augmented Transformer for Speech Recognition

[3] NVIDIA NeMo Toolkit

[4] Mozilla CommonVoice (MCV7.0)

[5] Multilingual LibriSpeech (MLS)

[6] VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation

[7] Fisher Spanish - Transcripts

[8] Fisher Spanish Speech

[9] LibriSpeech ASR Corpus

Licence

License to use this model is covered by the NGC TERMS OF USE unless another License/Terms Of Use/EULA is clearly specified. By downloading the public and release version of the model, you accept the terms and conditions of the NGC TERMS OF USE.

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The language is detected automatically.\n\n## Model Architecture\n\nConformer-Transducer model is a non-autoregressive variant of Conformer model [2] for Automatic Speech Recognition which uses CTC loss/decoding instead of Transducer. You may find more info on the detail of this model here [Conformer-CTC Model](https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/main/asr/models.html).\n\n## Training\n\nThe NeMo toolkit [3] was used for training the models for over several hundred epochs. These model are trained with this [example script](https://github.com/NVIDIA/NeMo/blob/main/examples/asr/asr_ctc/speech_to_text_ctc_bpe.py) and this [base config](https://github.com/NVIDIA/NeMo/blob/main/examples/asr/conf/conformer/conformer_ctc_bpe.yaml). The model was initialized from the weights of the [stt_enes_conformer_ctc_large](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/nemo/models/stt_enes_conformer_ctc_large) checkpoint.\n\nThe tokenizers for these models were built using the text transcripts of the train set with this [script](https://github.com/NVIDIA/NeMo/blob/main/scripts/tokenizers/process_asr_text_tokenizer.py). For the creation of the tokenizer, the original text corpus from both English and Spanish sources we used instead of the synthetic code-switched text corupus.\n\n### Datasets\n\nThe models in this collection were trained on a synthetic intra-sentential code-switching set which was constructed from the following English and Spanish datasets:\n\nEnglish:\n- Librispeech: 960 hours of training data [9]\n\nSpanish:\n- Mozilla Common Voice 7.0: 289 hours of training data after data cleaning [4]\n- Multilingual LibriSpeech: 801 hours of training data after data cleaning [5]\n- Voxpopuli transcribed subset: 110 hours of training data after data cleaning [6]\n- Fisher dataset: 140 hours of training data after data cleaning [7,8]\n\nFor the creation of the synthetic code-switched set, samples were chosen randomly from the English and Spanish sources, appropiately normalized and then concatenated with natural pauses to get utterances having lenght between 16-20 seconds. \n\n## Performance\n\nThe performance of Automatic Speech Recognition models is measured using Word Error Rate (WER).\n\nThe model obtains the following greedy WER scores on the following evaluation datasets -\n\n- 5.52 % on `synthetic en-es code-switched set` (en-es)\n\n- 2.22 % on `Librispeech Dev-Clean` (en)\n\n- 2.55 % on `Librispeech Test-Clean` (en)\n\n- 5.36 % on `Librispeech Dev-Other` (en)\n\n- 5.38 % on `Librispeech Test-Other` (en)\n\n- 5.00 % on `MCV Dev v7.0` (es)\n\n- 3.46 % on `MLS Dev` (es)\n\n- 5.58 % on `Voxpopuli Dev` (es)\n\n- 16.51 % on `Fisher Dev` (es)\n\n- 5.51 % on `MCV Test v7.0` (es)\n\n- 3.73 % on `MLS Test` (es)\n\n- 6.63 % on `Voxpopuli Test` (es)\n\n- 16.31 % on `Fisher Test` (es)\n\nThe model was not trained on the above datasets.\n\n## How to Use this Model\n\nThe model is available for use in the NeMo toolkit [3], and can be used as a pre-trained checkpoint for inference or for fine-tuning on another dataset.\n\n### Automatically load the model from NGC\n\n```python\nimport nemo.collections.asr as nemo_asr\nasr_model = nemo_asr.models.EncDecCTCModelBPE.from_pretrained(model_name=\"stt_enes_conformer_ctc_large_codesw\")\n```\n\n### Transcribing text with this model\n\n```shell\npython [NEMO_GIT_FOLDER]/examples/asr/transcribe_speech.py \\\n pretrained_name=\"stt_enes_conformer_ctc_large_codesw\" \\\n audio_dir=\"\"\n```\n\n### Input\n\nThis model accepts 16000 KHz Mono-channel Audio (wav files) as input.\n\n### Output\n\nThis model provides transcribed speech as a string for a given audio sample. The output string may contain English or Spanish characters, depending on the languages used in the audio sample.\n\n## Limitations\n\nSince this model was trained on publically available speech datasets, the performance of this model might degrade for speech which includes technical terms, or vernacular that the model has not been trained on. The model might also perform worse for accented speech. Further, the model has been trained on a synthetic code-switched set, hence the model performance might degrade on some out of domain code-switching cases.\n\n## References\n\n[1] [Google Sentencepiece Tokenizer](https://github.com/google/sentencepiece)\n\n[2] [Conformer: Convolution-augmented Transformer for Speech Recognition](https://arxiv.org/abs/2005.08100)\n\n[3] [NVIDIA NeMo Toolkit](https://github.com/NVIDIA/NeMo)\n\n[4] [Mozilla CommonVoice (MCV7.0)](https://commonvoice.mozilla.org/en)\n\n[5] [Multilingual LibriSpeech (MLS)](https://arxiv.org/abs/2012.03411)\n\n[6] [VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation](https://arxiv.org/abs/2101.00390)\n\n[7] [Fisher Spanish - Transcripts](https://catalog.ldc.upenn.edu/LDC2010T04)\n\n[8] [Fisher Spanish Speech](https://catalog.ldc.upenn.edu/LDC2010S01)\n\n[9] [LibriSpeech ASR Corpus](https://www.openslr.org/12)\n\n### Licence\n\nLicense to use this model is covered by the NGC [TERMS OF USE](https://ngc.nvidia.com/legal/terms) unless another License/Terms Of Use/EULA is clearly specified. By downloading the public and release version of the model, you accept the terms and conditions of the NGC [TERMS OF USE](https://ngc.nvidia.com/legal/terms).","displayName","STT En Es Multilingual Code-Switched Conformer CTC Large",["D",1680636599913],"publisher","NVIDIA","latestVersion","versions","collectionCounts","imageUrl","/api/image/nvidia/nemo/models/stt_enes_conformer_ctc_large_codesw","rawImageUrl","https://assets.nvidiagrid.net/ngc/logos/Nemo.png","canGuestDownload","latestVersionSizeInBytes","licenseTerms","isMultinodeEnabled","isMultiArchitecture","bias","explainability","privacy","safetyAndSecurity","featureLabels",[],"displayLabels",[237,238,239,240,241,242,243,244,245],"policyLabels",[],"systemLabels",[],"products",[],"hasNimMetadata",{"_205":273,"_247":274,"_248":275,"_250":251},{"_205":269,"_247":270,"_248":271,"_250":251},{"_205":266,"_247":267,"_248":268,"_250":251},{"_205":262,"_247":263,"_248":264,"_250":251},{"_205":260,"_247":260,"_248":261,"_250":251},{"_205":258,"_247":258,"_248":259,"_250":251},{"_205":255,"_247":255,"_248":256,"_250":251},{"_205":253,"_247":253,"_248":254,"_250":251},{"_205":246,"_247":246,"_248":249,"_250":251},"STT","value","filter",{"_252":251,"_247":246},"category","label","field","PytorchLightning",{"_252":251,"_247":253},"PyTorch",{"_252":257,"_247":255},"framework","Es",{"_252":251,"_247":258},"En",{"_252":251,"_247":260},"DL","soln_dl",{"_252":265,"_247":263},"technology","Conversational AI","soln_conversational_ai",{"_252":265,"_247":267},"Automatic Speech Recognition","uscs_automatic_speech_recognition",{"_252":272,"_247":270},"application","AI","soln_ai",{"_252":265,"_247":274},{"_107":1450,"_109":1451},"ngcApps",[1403],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1384":1385,"_1386":1387,"_1388":1389,"_1390":1391,"_1392":287,"_138":311,"_1393":1394,"_1395":56,"_1396":86,"_1397":86,"_1398":1399,"_1400":86,"_1401":1402},"amplitude",{"_1381":1382,"_984":-7,"_1383":31},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmNoaW5hTmltRGlzdHJpYnV0b3JzUmVkZXNpZ24lMjIlM0F0cnVlJTJDJTIyZW5hYmxlQ3NhV2lkZ2V0JTIyJTNBZmFsc2UlMkMlMjJlbmFibGVQcm9kdWN0R3JvdXBpbmdCeVN1YnNjcmlwdGlvbiUyMiUzQWZhbHNlJTJDJTIyY29udGFpbmVyU2Nhbm5pbmdSZWRlc2lnbk0xJTIyJTNBdHJ1ZSU3RA==","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1375":1376,"_1377":1378,"_1379":1380},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"1.7.3","defaultSearchSuggestions",{"_1259":391,"_1260":1261,"_1262":1263,"_1264":1265},"announcements",[],"consentState",{"_348":1249,"_1250":86,"_1251":31,"_1252":31,"_1253":1254},"consentConfig",{"_330":331,"_332":333,"_334":335,"_336":337,"_338":339,"_340":341,"_342":343,"_344":345,"_346":347,"_348":349},"showContactAdmin",1783956345922,[],[],[325,326,327,328,329],{"_45":59,"_47":70,"_49":102,"_51":-5,"_53":-5,"_55":56},{"_45":59,"_47":68,"_49":102,"_51":-5,"_53":-5,"_55":56},{"_45":59,"_47":60,"_49":102,"_51":-5,"_53":-5,"_55":56},{"_45":57,"_47":58,"_49":102,"_51":-5,"_53":-5,"_55":56},{"_45":46,"_47":48,"_49":102,"_51":-5,"_53":-5,"_55":56},"mainInfoText","We and our third-party partners (including social media, advertising, and analytics partners) use cookies and other tracking technologies to collect, store, monitor, and process certain information about you when you visit our website. 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It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","sessionid","This is a very generic cookie name that may have different purposes on different sites, but generally it will be some kind of anonymous session identifier.","_csrf","This cookie is used to prevent Cross-Site Request Forgery (CSRF) attacks, ensuring that each request made to the server is from the user's browser and is intentional.","enterprise-support.nvidia.com","Used to apply end-user cookie consent preferences set by our client-side utility.Custom- Short Duration. 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It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","This cookie is associated with Akamai and is used to differentiate between traffic from humans and bots.","OptanonAlertBoxClosed","docs.ngc.nvidia.com","This cookie is set by websites using certain versions of the cookie law compliance solution from OneTrust. It is set after visitors have seen a cookie information notice and in some cases only when they actively close the notice down. It enables the website not to show the message more than once to a user. The cookie has a normal lifespan of one year and contains no personal information.","nv_co","__uxq412__ses.88c1","investor.nvidia.com","learn.learn.nvidia.com","This cookie is associated with the Amazon Web Services Elastic Load Balancing functionality for routing client request on the server.","pctrk","Used to count page views by unauthenticated users against license usage.","bm_s","bpazaws52gukakzc__ctrl0_ctl36_uccaptcha","bm_sv","store.nvidia.com","The __cf_bm cookie is a cookie necessary to support Cloudflare Bot Management, currently in private beta. As part of our bot management service, this cookie helps manage incoming traffic that matches criteria associated with bots.\n","This cookie name is used by DataDog to determine if cookies are supported on the website.dd_cookie_test","AMP_TLDTEST_xxxxxxxx","SESSlsd","This cookie is likely to be a session identifier used to maintain user session state across page requests.","mboxEdgeCluster","This cookie name is associated with Adobe Target which is used to communicate the correct edge cluster to at.js so that Target profiles can stay in sync as users navigate across a site.","_biz_pendingA","_rdt_em","This cookie name is associated with Reddit which is used to manage session state and user interactions.","megaNavCollapsed","_abck","The _abck cookie is associated with Akamai's Bot Manager, which is used to prevent fraud and abuse by safeguarding online interactions and detecting irregularities that could suggest malicious activity, such as bot-driven attacks or hacking attempts.","AMP_TEST","This cookie name AMP_TEST is used for internal analytics by the website operator, necessary for the functionality of the website's chat-box function, and to check whether the cookie storage is working properly.","idccsrf","This cookie name is associated with Salesforce which is used to track CrossSiteRequestForgery validation for certain single sign-on (SSO) flows.","_biz_flagsA","This cookie is used to remember users' settings as well as for authentication and analytics.","ApplicationGatewayAffinity","partners.nvidia.com","This cookie is used to maintain a user session by the server in a load balanced environment, to ensure the user has a consistent experience.","AMP_TEST_xxxxxxxx","bm_lso","This cookie name is associated with Akamai which is used to load the site as quickly as possible and to recognize bots.","SSESS###########","This cookie is likely to be a session cookie used to maintain an anonymized user session by the server in a secure environment, often seen in sites built with the Drupal content management system.","nvdeveloper.nvidia.com","__uxq412__id.88c1","QueueITAccepted-SDFrts345E-V3_{eventId}","TEST_AMCV_COOKIE_WRITE","This cookie is used to test whether cookies are enabled in the browser. 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It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","_devzone_session","This cookie is likely used to maintain a user session on the website by the server. It is common for session identifiers to be used to keep users logged in and track their interaction with the site during a session.","_cs_c","The cookie is used by Content Square to save the user consent to be tracked.","bm_sz","This cookie is used by Akamai to optimize site performance and security. It is typically associated with the delivery of web content and services.","vcalliance.nvidia.com","ASP.NET_SessionId","General purpose platform session cookie, used by sites written with Microsoft .NET based technologies. 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