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 Dutch (nl-BE) 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 Dutch (nl-BE) 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 Dutch (nl-BE) Inverse Normalization Grammar",["D",1711453659588],"deployable_v1.0","/api/image/nvidia/riva/models/inverse_normalization_nl_be","https://github.com/kbojo/images/raw/master/Nvidia-Centric-RIVA.png",30951,"bias","explainability","privacy","safetyAndSecurity",[],[],[],[],[],{"_172":1230,"_174":1231},"ngcApps",[1183],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1164":1165,"_1166":1167,"_1168":1169,"_1170":1171,"_1172":261,"_204":289,"_1173":1174,"_1175":51,"_1176":215,"_1177":215,"_1178":1179,"_1180":215,"_1181":1182},"amplitude",{"_1161":1162,"_803":-7,"_1163":26},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmVuYWJsZUNzYVdpZGdldCUyMiUzQWZhbHNlJTJDJTIyZW5hYmxlUHJvZHVjdEdyb3VwaW5nQnlTdWJzY3JpcHRpb24lMjIlM0FmYWxzZSUyQyUyMmNvbnRhaW5lclNjYW5uaW5nUmVkZXNpZ25NMiUyMiUzQWZhbHNlJTdE","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1155":1156,"_1157":1158,"_1159":1160},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"manageableExternalUserGroups",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"now",1785975367237,"1.11.0","defaultSearchSuggestions",{"_1043":371,"_1044":1045,"_1046":1047,"_1048":1049},"announcements",[],"consentState",{"_327":1033,"_1034":215,"_1035":26,"_1036":26,"_1037":1038},"consentConfig",{"_309":310,"_311":312,"_313":314,"_315":316,"_317":318,"_319":320,"_321":322,"_323":324,"_325":326,"_327":328},"showContactAdmin",1785975367240,[],[],[303,304,305,306,307,308],{"_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":63,"_46":-5,"_48":-5,"_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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users logged in across NVIDIA domains.","api.ngc.nvidia.com","This cookie is managed by AWS and is used for load balancing.","bm_so","This cookie name is used to load the site as quickly as possible and to recognize bots using Akamai.","The __cf_bm cookie is a cookie necessary to support Cloudflare Bot Management, currently in private beta. 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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.","nv_co","__uxq412__ses.88c1","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. 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