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Model Overview

This model is a single-pass tagger-based model for inverse text normalization based on bert-base-uncased, trained on 2 mln sentences from Google Text Normalization Dataset.

It converts text from spoken domain into its written form:\nInput: \"on may third we paid one hundred and twenty three dollars\"\nOutput: \"on may 3 we paid $123\"

Model Architecture

Thutmose Tagger is a single-pass tagging model. It utilizes a backbone BERT encoder (bert-base-uncased) followed by two classification heads: one is trained to predict written fragments as replacement tags, the other is trained to predict tags representing semiotic classes, like DATE, CARDINAL etc. The final tags have one-to-one correspondence with input words.

Training

The NeMo toolkit [1] was used for training the models.\nThe training corpus for the model consists of 2 mln sentences.

This model is trained with this example script and this base config.

python [NEMO_GIT_FOLDER]/examples/nlp/text_normalization_as_tagging/normalization_as_tagging_train.py \\  \n  lang=en \\\n  data.validation_ds.data_path=${DATA_PATH}/valid.tsv \\\n  data.train_ds.data_path=${DATA_PATH}/train.tsv \\\n  data.train_ds.batch_size=128 \\\n  model.language_model.pretrained_model_name=bert-base-uncased \\\n  model.label_map=${DATA_PATH}/label_map.txt \\\n  model.semiotic_classes=${DATA_PATH}/semiotic_classes.txt \\\n  trainer.max_epochs=5\n

Datasets

The initial dataset is Google Text Normalization Dataset.\nThe dataset preparation is described example script and includes running GIZA++ automatic alignment tool to find granular alignments between spoken words and written fragments.

Performance

The performance of ITN models can be measured using Word Error Rate(WER), and Sentence Accuracy. We measure Sentence Accuracy w.r.t. multi-variant reference and subdivide the errors into \"digit\" and \"other\".

The model obtains the following scores on the following evaluation datasets

Default test set\n    WER:  3.75%\n    Sentence accuracy:  97.47%\n        digit errors:    0.35%\n        other errors:    2.18%\n\n\nHard test set\n    WER:  8.98%\n    Sentence accuracy:  87.88%\n        digit errors:    3.12%\n        other errors:    9.00%\n

Note that reference files were taken from the test part of Google TN Dataset, which is not considered 100% correct because of its synthetic nature. So these scores are not particularly indicative of the quality of final inverse text normalization, but they are a useful proxy.

How to Use this Model

The model is available for use in the NeMo toolkit [1], and can be used as a pre-trained checkpoint for inference.

Automatically load the model from NGC

import nemo.collections.nlp as nemo_nlp\nnlp_model = nemo_nlp.models.ThutmoseTaggerModel.from_pretrained(model_name=\"itn_en_thutmose_bert\")\n

Running inference with this model

Example of inference and evaluation is provided in this [script] (https://github.com/NVIDIA/NeMo/blob/main/examples/nlp/text_normalization_as_tagging/run_infer.sh)

" \\ \n inference.out_file="" \\ \n model.max_sequence_len=1024 \\ \n inference.batch_size=128\n\">

python [NEMO_GIT_FOLDER]/examples/nlp/text_normalization_as_tagging/normalization_as_tagging_infer.py \\  \n  pretrained_model=\"itn_en_thutmose_bert\" \\  \n  inference.from_file=\"<INPUT_FILE>\" \\  \n  inference.out_file=\"<OUTPUT_FILE>\" \\  \n  model.max_sequence_len=1024 \\  \n  inference.batch_size=128\n

Input

This model expects the input file to be plain text without punctuation, similar to the ASR text output.

Output

This model provides an output file with exactly the same number of lines as in input. Each line consists of 5 columns:

Final output text.
Input text.
Sequence of predicted tags.
Sequence of tags after post-processing (some swaps may be applied).
Sequence of predicted semiotic classes - one class for each input word.

Limitations

Since this model was trained on syntetic data its performance might degrade on some constructions that were systematically biased in the initial corpus.

References

[1] 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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It utilizes a backbone BERT encoder (bert-base-uncased) followed by two classification heads: one is trained to predict written fragments as replacement tags, the other is trained to predict tags representing semiotic classes, like `DATE`, `CARDINAL` etc. The final tags have one-to-one correspondence with input words.\n\n## Training\n\nThe NeMo toolkit [1] was used for training the models.\nThe training corpus for the model consists of 2 mln sentences.\n\nThis model is trained with this [example script](normalization_as_tagging_train.py) and this [base config](https://github.com/NVIDIA/NeMo/blob/main/examples/nlp/text_normalization_as_tagging/conf/thutmose_tagger_itn_config.yaml).\n\n```bash\npython [NEMO_GIT_FOLDER]/examples/nlp/text_normalization_as_tagging/normalization_as_tagging_train.py \\ \n lang=en \\\n data.validation_ds.data_path=${DATA_PATH}/valid.tsv \\\n data.train_ds.data_path=${DATA_PATH}/train.tsv \\\n data.train_ds.batch_size=128 \\\n model.language_model.pretrained_model_name=bert-base-uncased \\\n model.label_map=${DATA_PATH}/label_map.txt \\\n model.semiotic_classes=${DATA_PATH}/semiotic_classes.txt \\\n trainer.max_epochs=5\n```\n\n### Datasets\n\nThe initial dataset is Google Text Normalization Dataset.\nThe dataset preparation is described [example script](https://github.com/NVIDIA/NeMo/blob/main/examples/nlp/text_normalization_as_tagging/prepare_dataset_en.sh) and includes running GIZA++ automatic alignment tool to find granular alignments between spoken words and written fragments.\n\n## Performance\n\nThe performance of ITN models can be measured using Word Error Rate(WER), and Sentence Accuracy. We measure Sentence Accuracy w.r.t. multi-variant reference and subdivide the errors into \"digit\" and \"other\".\n\nThe model obtains the following scores on the following evaluation datasets\n\n```\nDefault test set\n WER: 3.75%\n Sentence accuracy: 97.47%\n digit errors: 0.35%\n other errors: 2.18%\n\n\nHard test set\n WER: 8.98%\n Sentence accuracy: 87.88%\n digit errors: 3.12%\n other errors: 9.00%\n```\n\nNote that reference files were taken from the test part of Google TN Dataset, which is not considered 100% correct because of its synthetic nature. So these scores are not particularly indicative of the quality of final inverse text normalization, but they are a useful proxy.\n\n## How to Use this Model\n\nThe model is available for use in the NeMo toolkit [1], and can be used as a pre-trained checkpoint for inference.\n\n### Automatically load the model from NGC\n\n```python\nimport nemo.collections.nlp as nemo_nlp\nnlp_model = nemo_nlp.models.ThutmoseTaggerModel.from_pretrained(model_name=\"itn_en_thutmose_bert\")\n```\n\n### Running inference with this model\n\nExample of inference and evaluation is provided in this [script] (https://github.com/NVIDIA/NeMo/blob/main/examples/nlp/text_normalization_as_tagging/run_infer.sh)\n\n```bash\npython [NEMO_GIT_FOLDER]/examples/nlp/text_normalization_as_tagging/normalization_as_tagging_infer.py \\ \n pretrained_model=\"itn_en_thutmose_bert\" \\ \n inference.from_file=\"\" \\ \n inference.out_file=\"\" \\ \n model.max_sequence_len=1024 \\ \n inference.batch_size=128\n```\n\n### Input\n\nThis model expects the input file to be plain text without punctuation, similar to the ASR text output.\n\n### Output\n\nThis model provides an output file with exactly the same number of lines as in input. Each line consists of 5 columns:\n1. Final output text.\n2. Input text.\n3. Sequence of predicted tags.\n4. Sequence of tags after post-processing (some swaps may be applied).\n5. Sequence of predicted semiotic classes - one class for each input word.\n\n## Limitations\n\nSince this model was trained on syntetic data its performance might degrade on some constructions that were systematically biased in the initial corpus.\n\n## References\n\n[1] [NVIDIA NeMo Toolkit](https://github.com/NVIDIA/NeMo)\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","English Tagger-based Inverse Text Normalization",["D",1680637333491],"publisher","NVIDIA","latestVersion","versions","collectionCounts","imageUrl","/api/image/nvidia/nemo/models/itn_en_thutmose_bert","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":257,"_243":258,"_244":259,"_246":247},{"_205":255,"_243":255,"_244":256,"_246":247},{"_205":251,"_243":252,"_244":253,"_246":247},{"_205":249,"_243":249,"_244":250,"_246":247},{"_205":242,"_243":242,"_244":245,"_246":247},"PytorchLightning","value","filter",{"_248":247,"_243":242},"category","label","field","NLP",{"_248":247,"_243":249},"Natural Language Processing","uscs_natural_language_processing",{"_248":254,"_243":252},"application","En",{"_248":247,"_243":255},"Conversational AI","soln_conversational_ai",{"_248":260,"_243":258},"technology",{"_106":1436,"_108":1437},"ngcApps",[1389],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1370":1371,"_1372":1373,"_1374":1375,"_1376":1377,"_1378":272,"_137":296,"_1379":1380,"_1381":56,"_1382":86,"_1383":86,"_1384":1385,"_1386":86,"_1387":1388},"amplitude",{"_1367":1368,"_969":-7,"_1369":31},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmNoaW5hTmltRGlzdHJpYnV0b3JzUmVkZXNpZ24lMjIlM0F0cnVlJTJDJTIyZW5hYmxlQ3NhV2lkZ2V0JTIyJTNBZmFsc2UlMkMlMjJlbmFibGVQcm9kdWN0R3JvdXBpbmdCeVN1YnNjcmlwdGlvbiUyMiUzQWZhbHNlJTJDJTIyY29udGFpbmVyU2Nhbm5pbmdSZWRlc2lnbk0xJTIyJTNBdHJ1ZSU3RA==","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1361":1362,"_1363":1364,"_1365":1366},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"1.7.3","defaultSearchSuggestions",{"_1244":376,"_1245":1246,"_1247":1248,"_1249":1250},"announcements",[],"consentState",{"_333":1234,"_1235":31,"_1236":31,"_1237":86,"_1238":1239},"consentConfig",{"_315":316,"_317":318,"_319":320,"_321":322,"_323":324,"_325":326,"_327":328,"_329":330,"_331":332,"_333":334},"showContactAdmin",1784187571036,[],[],[310,311,312,313,314],{"_45":59,"_47":70,"_49":67,"_51":-5,"_53":-5,"_55":56},{"_45":59,"_47":68,"_49":67,"_51":-5,"_53":-5,"_55":56},{"_45":59,"_47":60,"_49":67,"_51":-5,"_53":-5,"_55":56},{"_45":57,"_47":58,"_49":50,"_51":52,"_53":54,"_55":56},{"_45":46,"_47":48,"_49":67,"_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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The main business activity is: Doubleclick is Googles real time bidding advertising exchange","test_cookie","bing.com",[394],{"_78":395,"_381":392,"_382":31,"_167":396},"MUID","This domain is owned by Mircosoft - it is the site for the search engine Bing.","assets.adobedtm.com",[399],{"_78":400,"_381":397,"_382":31,"_167":401},"kndctr_F207D74D549850760A4C98C6_AdobeOrg_consent","If you know anything about this host and its uses please add your contributions here. ","tiktok.com",[404],{"_78":405,"_381":402,"_382":31,"_167":406},"_ttp","TikTok is a social media platform owned by ByteDance, known for short-form video sharing. The service is used to create and share videos, and it utilizes cookies for various purposes including advertising and analytics.","t.co",[409],{"_78":410,"_381":407,"_382":31,"_167":411},"muc_ads","This domain is owned by Twitter. It is used as a URL shortening service, which allows Twitter to collect data on how links are shared.","snowplow.com",[414],{"_78":415,"_381":412,"_382":31,"_167":416},"sp","Testing","google.com",[419],{"_78":420,"_381":417,"_382":31,"_167":421},"NID","This domain is owned by Google Inc. Although Google is primarily known as a search engine, the company provides a diverse range of products and services. Its main source of revenue however is advertising. Google tracks users extensively both through its own products and sites, and the numerous technologies embedded into many millions of websites around the world. It uses the data gathered from most of these services to profile the interests of web users and sell advertising space to organisations based on such interest profiles as well as aligning adverts to the content on the pages where its customer's adverts appear.","tags.srv.stackadapt.com",[424,425,426,427],{"_78":432,"_381":422,"_382":31,"_167":429},{"_78":431,"_381":422,"_382":31,"_167":429},{"_78":430,"_381":422,"_382":31,"_167":429},{"_78":428,"_381":422,"_382":31,"_167":429},"sa-user-id-v3","This domain is associated with StackAdapt, a platform for programmatic advertising, which suggests that it is used for targeting and advertising purposes.","sa-user-id","sa-user-id-v2","sa-user-id-v4","linkedin.com",[435],{"_78":436,"_381":433,"_382":31,"_167":437},"bcookie","This domain is owned by LinkedIn, the business networking platform. It typically acts as a third party host where website owners have placed one of its content sharing buttons in their pages, although its content and services can be embedded in other ways. Although such buttons add functionality to the website they are on, cookies are set regardless of whether or not the visitor has an active Linkedin profile, or agreed to their terms and conditions. For this reason it is classified as a primarily tracking/targeting domain.","twitter.com",[440,441,442,443],{"_78":449,"_381":438,"_382":31,"_167":445},{"_78":447,"_381":438,"_382":31,"_167":448},{"_78":446,"_381":438,"_382":31,"_167":445},{"_78":444,"_381":438,"_382":31,"_167":445},"personalization_id","This domain is owned by Twitter. The main business activity is: Social Networking Services. Where twitter acts as a third party host, it collects data through a range of plug-ins and integrations, that is primarily used for tracking and targeting.","guest_id_marketing","guest_id","Twitter does not currently provide information on the use of specific cookies.","guest_id_ads","youtube.com",[452,453,454,455],{"_78":461,"_381":450,"_382":31,"_167":459},{"_78":460,"_381":450,"_382":31,"_167":459},{"_78":458,"_381":450,"_382":31,"_167":459},{"_78":456,"_381":450,"_382":31,"_167":457},"VISITOR_INFO1_LIVE","This cookie is used as a unique identifier to track viewing of videos","__Secure-YNID","YouTube is a Google owned platform for hosting and sharing videos. YouTube collects user data through videos embedded in websites, which is aggregated with profile data from other Google services in order to display targeted advertising to web visitors across a broad range of their own and other websites.","__Secure-YEC","__Secure-ROLLOUT_TOKEN","demdex.net",[464],{"_78":465,"_381":462,"_382":31,"_167":466},"demdex","This cookie helps Adobe Audience Manger perform basic functions such as visitor identification, ID synchronization, segmentation, modeling, reporting, etc.","im-apps.net",[469],{"_78":470,"_381":467,"_382":31,"_167":471},"receive-cookie-deprecation","This domain is owned by im-apps.net which provides information and resources about various instant messaging (IM) applications to help users make informed decisions based on their communication needs.","influ2.com",[474],{"_78":475,"_381":472,"_382":31,"_167":416},"R","6sc.co",[478],{"_78":479,"_381":476,"_382":31,"_167":480},"6suuid","This domain is associated with the company 6Sense Insights, Inc., which provides predictive analytics and account engagement services. 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It stores a unique visitor identifier, and uses an organisation identifier to allow a company to track users across their domains and services.This is a pattern type cookie name associated with Adobe Marketing Cloud. It stores a unique visitor identifier, and uses an organisation identifier.","kndctr_F207D74D549850760A4C98C6_AdobeOrg_identity","_rdt_pn","www.nvidia.com","This cookie name is associated with www.mind.org.uk which is used for marketing purposes.","ai-podcast.nvidia.com","This cookie is used to identify the user's session on the website and is often associated with analytics or personalization.","_gcl_au","Used by Google AdSense for experimenting with advertisement efficiency across websites using their services","_mkto_trk","This cookie is associated with an email marketing service provided by Marketo. This tracking cookie allows a website to link visitor behaviour to the recipient of an email marketing campaign, to measure campaign effectiveness.","_gat_gtag_UA_140825383_2","Google Analytics","_zitok","This cookie name is associated with ZoomInfo which is used to maintain a unique visitor identifier and store Personally Identifiable Information.","_rdt_uuid","This cookie is set by Reddit and is used for tracking the views of embedded videos and performance of the advertisements.","AMP_91bf70adfe","Supports Amplitude product analytics.","This cookie name is associated with StackAdapt Inc. which is used to support the effective management and optimization of digital advertising campaigns by handling information such as visitor actions on websites, visited pages, time spent, page load speed, and more.","build.nvidia.com","kndctr_F207D74D549850760A4C98C6_AdobeOrg_cluster","_cs_nnnnnnnnnnnnn","This is a session cookie. 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It is commonly used for analytics and personalization of content.","marketplace.nvidia.com","AMP_MKTG_92dea1e784","This cookie is typically associated with SnackTools, which is a suite of web applications for creating and sharing multimedia content. It is used to identify a user across sessions and track user activities.","forums.developer.nvidia.com","This cookie is typically associated with the use of Taptap Digital, a company specializing in digital advertising. It is used for tracking and ad personalization purposes.","_tt_enable_cookie","This cookie name is associated with TikTok which is used to collect data about behavior and purchases on the website and to measure the effect of advertising. It is also used to track website activity to help optimize advertising efforts.","AMCV_xxxxxAdobeOrg","This cookie is used to identify a unique visitor for tracking purposes by Adobe Experience Cloud.This is a pattern type cookie name associated with Adobe Marketing Cloud. It stores a unique visitor identifier, and uses an organisation identifier to allow a company to track users across their domains and services.","ttcsid","This cookie name is associated with TikTok which is used to enable TikTok Ads session tracking by assigning a unique session ID to users who click on TikTok ads, allowing for the attribution of user behavior and conversions within the same session.This cookie is associated with TikTok. It helps track your activity on the platform, including how you interact with their embedded services on other websites.","AMP_MKTG_91bf70adfe","C0003","Personalization Cookies","These cookies collect data about how you have interacted with our website to help us improve your web experience, such as which pages you have visited. These cookies may store a unique ID so that our system will remember you when you return. They may be set by us or by third party providers whose services we have added to our pages. These cookies enable us to provide enhanced website functionality and personalization as well as make the marketing messages we send to you more relevant to your interests. If you do not allow these cookies, then some or all of these services may not function properly.",[607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627],[572,573,574,575,576],{"_374":467,"_205":467,"_167":376,"_347":598},{"_374":433,"_205":433,"_167":376,"_347":593},{"_374":586,"_205":586,"_167":376,"_347":587},{"_374":582,"_205":582,"_167":376,"_347":583},{"_374":577,"_205":577,"_167":376,"_347":578},"nvcrm.my.site.com",[579],{"_78":580,"_381":577,"_382":31,"_167":581},"BrowserId","If you know anything about this cookie and its uses that are not specific to a particular site please add your contributions.","nvidia.partners",[584],{"_78":585,"_381":582,"_382":31,"_167":416},"edge","github.com",[588,589],{"_78":592,"_381":586,"_382":31,"_167":591},{"_78":590,"_381":586,"_382":31,"_167":591},"logged_in","This domain is owned by Github. 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We have categorized it under Functionality because it is necessary for the operation of our affiliate program.","nv.modal.cuda","This cookie name suggests it is related to a modal popup functionality on NVIDIA's website, possibly to remember user preferences or interactions with the modal.","readme_library","docs.api.nvidia.com","_im_ses.1006927","geo_locator","nv.modal.deepstream","openedx-language-preference","learn.nvidia.com","doxygen_width","raytracing-docs.nvidia.com","This cookie is likely used to remember the width preferences of a sidebar or interface element within a documentation platform like Doxygen.","_sfid_eb78","This cookie is categorized as Functionality Cookie.","_im_id.1006927","_hjUserAttributesHash","docs.nvidia.com","This cookie name is associated with Hotjar which is used to know when any user attribute has changed and needs to be updated.","mbox","Cookie set by Adobe SiteCatalyst analytics software - used for measuring the performance of page content using A/B split testing","nv.modal.cudnn","This cookie name suggests it is related to modal popup handling or user interface preferences on NVIDIA's website, specifically for the cuDNN library section.","readme_language","nv.modal.hpc","This cookie name suggests it is related to a modal pop-up on a website, possibly to control the display of a high-priority cookie notice or other important information to the user.","at_check","Used by Adobe Target to check if cookies are enabled/supported on the browser","_biz_uid","This cookie is used to record website and server performance with each visit to the site. The data is aggregated and analyzed; therefore, it remains anonymous upon use.\n","nvHeadless","This cookie is likely used to track if a user is using the site in a 'headless' non-GUI mode, which could be for accessibility reasons or for automated processes.","_biz_nA","C0002","Performance Cookies","These cookies are used to provide quantitative measures of our website visitors, such as the number of times you visit, time on page, your mouse movements, scrolling, clicks and keystroke activity on the websites; other browsing, search, or product research behavior; and what brought you to our site. 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 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