Inverse Text Normalization: Weighted Finite State Transducer

Model Overview

This model is an OpenFST finite state archive (.far) for use within the opensource Sparrowhawk normalization engine [2]. This model has been created for Spanish (es-US) text.

Model Architecture

This model uses weighted finite-state transducer (WFST) grammars that map strings in spoken form to strings in written form.

Training

The model was constructed using NeMo toolkit as outlined in Inverse Text Normalization.

How to Use this Model

The Riva Quick Start Guide is recommended as the starting point for trying out Riva models. For more information on using this model with Riva Speech Services, see the Riva User Guide.

Input

This model is part of a pipeline for speech to text and accepts text as input.

Output

The output is written form text.

References

[1] NeMo Inverse Text Normalization: From Development To Production\n[2] Google Sparrowhawk

License

By downloading and using the models and resources packaged with Riva Conversational AI, you accept the terms of the Riva license.

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This model has been created for Spanish (es-US) text.\n\n### Model Architecture\n\nThis model uses weighted finite-state transducer (WFST) grammars that map strings in spoken form to strings in written form.\n\n### Training\n\nThe model was constructed using NeMo toolkit as outlined in [Inverse Text Normalization](https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/main/nlp/text_normalization/intro.html).\n\n### How to Use this Model\n\nThe [Riva Quick Start Guide](https://ngc.nvidia.com/catalog/resources/nvidia:riva:riva_quickstart) is recommended as the starting point for trying out Riva models. For more information on using this model with Riva Speech Services, see the [Riva User Guide](https://docs.nvidia.com/deeplearning/riva/user-guide/docs/asr/asr-overview.html).\n\n### Input\n\nThis model is part of a pipeline for speech to text and accepts text as input.\n\n### Output\n\nThe output is written form text.\n\n### References\n\n[1] [NeMo Inverse Text Normalization: From Development To Production](https://arxiv.org/abs/2104.05055)\n[2] [Google Sparrowhawk](https://github.com/google/sparrowhawk)\n\n### License\n\nBy downloading and using the models and resources packaged with Riva Conversational AI, you accept the terms of the Riva [license](https://www.nvidia.com/en-us/data-center/products/nvidia-ai-enterprise/eula/).","Riva ASR Spanish Inverse Normalization Grammar",["D",1705446976240],"deployable_v2.01","/api/image/nvidia/riva/models/inverse_normalization_es_us","https://github.com/kbojo/images/raw/master/Nvidia-Centric-TAO-RIVA.png",616904,"bias","explainability","privacy","safetyAndSecurity",[],[],[],[],[],{"_172":1224,"_174":1225},"ngcApps",[1177],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1158":1159,"_1160":1161,"_1162":1163,"_1164":1165,"_1166":261,"_204":287,"_1167":1168,"_1169":51,"_1170":215,"_1171":215,"_1172":1173,"_1174":215,"_1175":1176},"amplitude",{"_1155":1156,"_801":-7,"_1157":26},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmVuYWJsZUNzYVdpZGdldCUyMiUzQWZhbHNlJTJDJTIyZW5hYmxlUHJvZHVjdEdyb3VwaW5nQnlTdWJzY3JpcHRpb24lMjIlM0FmYWxzZSUyQyUyMmNvbnRhaW5lclNjYW5uaW5nUmVkZXNpZ25NMiUyMiUzQWZhbHNlJTdE","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1149":1150,"_1151":1152,"_1153":1154},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"manageableExternalUserGroups",[],"ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"now",1787462054640,"1.12.0","defaultSearchSuggestions",{"_1041":369,"_1042":1043,"_1044":1045,"_1046":1047},"announcements",[],"consentState",{"_325":1031,"_1032":215,"_1033":26,"_1034":26,"_1035":1036},"consentConfig",{"_307":308,"_309":310,"_311":312,"_313":314,"_315":316,"_317":318,"_319":320,"_321":322,"_323":324,"_325":326},"showContactAdmin",1787462054644,[],[],[301,302,303,304,305,306],{"_40":55,"_42":67,"_44":63,"_46":-5,"_48":-5,"_50":51},{"_40":55,"_42":64,"_44":63,"_46":-5,"_48":-5,"_50":51},{"_40":55,"_42":60,"_44":63,"_46":-5,"_48":-5,"_50":51},{"_40":55,"_42":56,"_44":63,"_46":-5,"_48":-5,"_50":51},{"_40":52,"_42":53,"_44":63,"_46":-5,"_48":-5,"_50":51},{"_40":41,"_42":43,"_44":45,"_46":47,"_48":54,"_50":51},"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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