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Model Overview

Citrinet-512 model which has been trained on the open source Aishell-2 Mandarin Chinese corpus.

It utilizes a character encoding scheme, and transcribes text in the standard character set that is provided in the Aishell-2 Mandard Corpus.

Model Architecture

Citrinet is a deep residual convolutional neural network architecture that is optimized for Automatic Speech Recognition tasks. There are many variants of the Citrinet family of models, which are further discussed in the paper [1].

Training

This model was initially trained on the roughly 7,000 hours of speech compiled from various public English speech corpus, then fine-tuned on the open source Aishell-2 [2] corpus consisting of about 1000 hours transcribed Mandarin speech. The NeMo toolkit [3] was used for training this model over several hundred epochs on multiple GPUs.

Datasets

While training this model, we used the following datasets:

Librispeech 960 hours of English speech (pre-training)
Fisher Corpus (pre-training)
Switchboard-1 Dataset (pre-training)
WSJ-0 and WSJ-1 (pre-training)
National Speech Corpus - 1 (pre-training)
Mozilla Common Voice (pre-training)
Aishell-2 corpus (fine-tuning)

Performance

The performance of Automatic Speech Recognition models is measuring using Character Error Rate. Since this dataset is pre-trained on a much larger speech corpus, and fine-tuned on this dataset, it will generally perform better at transcribing audio.

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

6.3 % on Aishell-2 dev_ios
6.4 % on Aishell-2 test_ios

Note that these scores on Aishell-2 are not particularly indicative of the quality of transcriptions that models trained on ASR Set will achieve, but they are a useful proxy.

How to Use this Model

The model is available for use in the NeMo toolkit [4], 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.EncDecCTCModel.from_pretrained(model_name=\"stt_zh_citrinet_512\")\n

Transcribing text with this model

python [NEMO_GIT_FOLDER]/examples/asr/transcribe_speech.py \\\n  pretrained_name=\"stt_zh_citrinet_512\" \\\n  audio_dir=\"\"\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.

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.

References

[1] Citrinet: Closing the Gap between Non-Autoregressive and Autoregressive End-to-End Models for Automatic Speech Recognition

[2] AISHELL-2: Transforming Mandarin ASR Research Into Industrial Scale

[3] NVIDIA NeMo Toolkit

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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There are many variants of the Citrinet family of models, which are further discussed in the paper [1].\n\n## Training\n\nThis model was initially trained on the roughly 7,000 hours of speech compiled from various public English speech corpus, then fine-tuned on the open source Aishell-2 [2] corpus consisting of about 1000 hours transcribed Mandarin speech. The NeMo toolkit [3] was used for training this model over several hundred epochs on multiple GPUs.\n\n### Datasets\n\nWhile training this model, we used the following datasets:\n\n- Librispeech 960 hours of English speech (pre-training)\n- Fisher Corpus (pre-training)\n- Switchboard-1 Dataset (pre-training)\n- WSJ-0 and WSJ-1 (pre-training)\n- National Speech Corpus - 1 (pre-training)\n- Mozilla Common Voice (pre-training)\n- Aishell-2 corpus (fine-tuning)\n\n## Performance\n\nThe performance of Automatic Speech Recognition models is measuring using Character Error Rate. Since this dataset is pre-trained on a much larger speech corpus, and fine-tuned on this dataset, it will generally perform better at transcribing audio.\n\nThe model obtains the following scores on the following evaluation datasets -\n\n- 6.3 % on `Aishell-2 dev_ios`\n- 6.4 % on `Aishell-2 test_ios`\n\nNote that these scores on Aishell-2 are not particularly indicative of the quality of transcriptions that models trained on ASR Set will achieve, but they are a useful proxy.\n\n## How to Use this Model\n\nThe model is available for use in the NeMo toolkit [4], 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.EncDecCTCModel.from_pretrained(model_name=\"stt_zh_citrinet_512\")\n```\n### Transcribing text with this model\n```shell\npython [NEMO_GIT_FOLDER]/examples/asr/transcribe_speech.py \\\n pretrained_name=\"stt_zh_citrinet_512\" \\\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.\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.\n\n## References\n\n[1] [Citrinet: Closing the Gap between Non-Autoregressive and Autoregressive End-to-End Models for Automatic Speech Recognition](https://arxiv.org/abs/2104.01721)\n\n[2] [AISHELL-2: Transforming Mandarin ASR Research Into Industrial Scale](https://arxiv.org/abs/1808.10583)\n\n[3] [NVIDIA NeMo Toolkit](https://github.com/NVIDIA/NeMo)\n\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 Zh Citrinet 512",["D",1680636543518],"publisher","NVIDIA","latestVersion","versions","collectionCounts","imageUrl","/api/image/nvidia/nemo/models/stt_zh_citrinet_512","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],"policyLabels",[],"systemLabels",[],"products",[],"hasNimMetadata",{"_205":256,"_243":256,"_244":257,"_246":247},{"_205":253,"_243":253,"_244":254,"_246":247},{"_205":251,"_243":251,"_244":252,"_246":247},{"_205":249,"_243":249,"_244":250,"_246":247},{"_205":242,"_243":242,"_244":245,"_246":247},"Zh","value","filter",{"_248":247,"_243":242},"category","label","field","STT",{"_248":247,"_243":249},"PytorchLightning",{"_248":247,"_243":251},"NeMo",{"_248":255,"_243":253},"framework","Citrinet",{"_248":247,"_243":256},{"_107":1237,"_109":1238},"ngcApps",[1190],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1171":1172,"_1173":1174,"_1175":1176,"_1177":1178,"_1179":269,"_138":293,"_1180":1181,"_1182":55,"_1183":86,"_1184":86,"_1185":1186,"_1187":86,"_1188":1189},"amplitude",{"_1168":1169,"_805":-7,"_1170":30},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmVuYWJsZUNzYVdpZGdldCUyMiUzQWZhbHNlJTJDJTIyZW5hYmxlUHJvZHVjdEdyb3VwaW5nQnlTdWJzY3JpcHRpb24lMjIlM0FmYWxzZSUyQyUyMmNvbnRhaW5lclNjYW5uaW5nUmVkZXNpZ25NMSUyMiUzQXRydWUlN0Q=","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1162":1163,"_1164":1165,"_1166":1167},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"1.10.0","defaultSearchSuggestions",{"_1045":166,"_1046":1047,"_1048":1049,"_1050":1051},"announcements",[],"consentState",{"_331":1035,"_1036":86,"_1037":30,"_1038":30,"_1039":1040},"consentConfig",{"_313":314,"_315":316,"_317":318,"_319":320,"_321":322,"_323":324,"_325":326,"_327":328,"_329":330,"_331":332},"showContactAdmin",1785707569965,[],[],[307,308,309,310,311,312],{"_44":59,"_46":70,"_48":102,"_50":-5,"_52":-5,"_54":55},{"_44":59,"_46":68,"_48":102,"_50":-5,"_52":-5,"_54":55},{"_44":59,"_46":66,"_48":102,"_50":-5,"_52":-5,"_54":55},{"_44":59,"_46":60,"_48":102,"_50":-5,"_52":-5,"_54":55},{"_44":56,"_46":57,"_48":102,"_50":-5,"_52":-5,"_54":55},{"_44":45,"_46":47,"_48":102,"_50":-5,"_52":-5,"_54":55},"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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These cookies may store a unique ID so that our system will remember you when you return. Information collected with these cookies is used to measure and find ways to improve website performance.",3,[645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673],[625,626,627,628],{"_371":640,"_205":640,"_165":166,"_345":641},{"_371":635,"_205":635,"_165":166,"_345":636},{"_371":433,"_205":433,"_165":166,"_345":632},{"_371":546,"_205":546,"_165":166,"_345":629},[630],{"_78":631,"_377":546,"_378":86,"_165":550},"_gh_sess",[633],{"_78":634,"_377":433,"_378":86,"_165":440},"YSC","bizible.com",[637],{"_78":638,"_377":635,"_378":30,"_165":639},"_BUID","Bizible is a marketing attribution software that tracks the performance of marketing efforts and connects them to revenue, primarily used for B2B environments.","a.usbrowserspeed.com",[642],{"_78":643,"_377":640,"_378":30,"_165":644},"tuid","This domain is owned by Ookla which provides internet speed testing services through its Speedtest application.",{"_78":715,"_377":492,"_378":30,"_165":716},{"_78":700,"_377":714,"_378":86,"_165":701},{"_78":683,"_377":495,"_378":30,"_165":607},{"_78":683,"_377":595,"_378":30,"_165":607},{"_78":712,"_377":492,"_378":30,"_165":713},{"_78":700,"_377":498,"_378":86,"_165":701},{"_78":710,"_377":492,"_378":30,"_165":711},{"_78":700,"_377":495,"_378":86,"_165":701},{"_78":708,"_377":594,"_378":30,"_165":709},{"_78":700,"_377":616,"_378":86,"_165":701},{"_78":680,"_377":495,"_378":30,"_165":682},{"_78":706,"_377":492,"_378":86,"_165":707},{"_78":704,"_377":492,"_378":30,"_165":705},{"_78":702,"_377":492,"_378":86,"_165":703},{"_78":700,"_377":590,"_378":86,"_165":701},{"_78":698,"_377":492,"_378":30,"_165":699},{"_78":696,"_377":492,"_378":30,"_165":697},{"_78":694,"_377":492,"_378":86,"_165":695},{"_78":692,"_377":599,"_378":30,"_165":693},{"_78":680,"_377":590,"_378":30,"_165":682},{"_78":690,"_377":492,"_378":30,"_165":691},{"_78":688,"_377":492,"_378":86,"_165":689},{"_78":686,"_377":492,"_378":30,"_165":687},{"_78":684,"_377":492,"_378":30,"_165":685},{"_78":683,"_377":492,"_378":30,"_165":607},{"_78":680,"_377":681,"_378":30,"_165":682},{"_78":678,"_377":492,"_378":30,"_165":679},{"_78":676,"_377":492,"_378":86,"_165":677},{"_78":674,"_377":492,"_378":30,"_165":675},"_ga_xxxxxxxxxx","Used by Google Analytics to identify and track an individual session with your device.","s_ppvl","This cookie is set by Adobe Analytics to store information on the percentage of the page displayed to the end user.","coveo_visitorId","This cookie name is associated with Coveo which is used to store a unique user ID for marketing purposes and to track the number of distinct users who submitted a query or clicked an item, counting them only once even if they did the same query or clicked the same item over the course of many visits.","_dd_s","marketplace.nvidia.com","Datadog Cookie used to group all events generated from a unique user session across multiple pages. 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