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Domain Classifier

Model Overview

This is a text classification model to classify documents into one of 26 domain classes:

'Adult', 'Arts_and_Entertainment', 'Autos_and_Vehicles', 'Beauty_and_Fitness', 'Books_and_Literature', 'Business_and_Industrial', 'Computers_and_Electronics', 'Finance', 'Food_and_Drink', 'Games', 'Health', 'Hobbies_and_Leisure', 'Home_and_Garden', 'Internet_and_Telecom', 'Jobs_and_Education', 'Law_and_Government', 'News', 'Online_Communities', 'People_and_Society', 'Pets_and_Animals', 'Real_Estate', 'Science', 'Sensitive_Subjects', 'Shopping', 'Sports', 'Travel_and_Transportation'

Model Architecture

The model architecture is Deberta V3 Base\nContext length is 512 tokens

Training (details)

Training data:

1 million Common Crawl samples, labeled using Google Cloud’s Natural Language API: https://cloud.google.com/natural-language/docs/classifying-text
500k Wikepedia articles, curated using Wikipedia-API: https://pypi.org/project/Wikipedia-API/

Training steps:

Model was trained in multiple rounds using Wikipedia and Common Crawl data, labeled by a combination of pseudo labels and Google Cloud API.

How To Use This Model

Input

The model takes one or several paragraphs of text as input.\nExample input:

q Directions\n1. Mix 2 flours and baking powder together\n2. Mix water and egg in a separate bowl. Add dry to wet little by little\n3. Heat frying pan on medium\n4. Pour batter into pan and then put blueberries on top before flipping\n5. Top with desired toppings!\n

Output

The model outputs one of the 26 domain classes as the predicted domain for each input sample.\nExample output:

Food_and_Drink\n

How to use in NeMo Curator

The inference code is available on NeMo Curator's GitHub repository. Download the model.pth file and check out this example notebook to get started.

Evaluation Benchmarks

Evaluation Metric: PR-AUC\nPR-AUC score on evaluation set with 105k samples - 0.9873\nPR-AUC score for each domain:

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n

tr:nth-child(odd)]:bg-surface-sunken\">

Domain	PR-AUC
Adult	0.999
Arts_and_Entertainment	0.997
Autos_and_Vehicles	0.997
Beauty_and_Fitness	0.997
Books_and_Literature	0.995
Business_and_Industrial	0.982
Computers_and_Electronics	0.992
Finance	0.989
Food_and_Drink	0.998
Games	0.997
Health	0.997
Hobbies_and_Leisure	0.984
Home_and_Garden	0.997
Internet_and_Telecom	0.982
Jobs_and_Education	0.993
Law_and_Government	0.967
News	0.918
Online_Communities	0.983
People_and_Society	0.975
Pets_and_Animals	0.997
Real_Estate	0.997
Science	0.988
Sensitive_Subjects	0.982
Shopping	0.995
Sports	0.995
Travel_and_Transportation	0.996
Mean	0.9873

References

License

License to use this model is covered by the Apache 2.0. By downloading the public and release version of the model, you accept the terms and conditions of the Apache License 2.0.\nThis repository contains the code for the domain classifier model.

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Mix 2 flours and baking powder together\n2. Mix water and egg in a separate bowl. Add dry to wet little by little\n3. Heat frying pan on medium\n4. Pour batter into pan and then put blueberries on top before flipping\n5. Top with desired toppings!\n```\n## Output\nThe model outputs one of the 26 domain classes as the predicted domain for each input sample.\nExample output:\n```\nFood_and_Drink\n```\n# How to use in NeMo Curator\nThe inference code is available on [NeMo Curator's GitHub repository](https://github.com/NVIDIA/NeMo-Curator). Download the [model.pth](https://huggingface.co/nvidia/domain-classifier/blob/main/model.pth) file and check out this [example notebook](https://github.com/NVIDIA/NeMo-Curator/blob/main/tutorials/distributed_data_classification/distributed_data_classification.ipynb) to get started.\n\n# Evaluation Benchmarks\nEvaluation Metric: PR-AUC\nPR-AUC score on evaluation set with 105k samples - 0.9873 \nPR-AUC score for each domain:\n| Domain | PR-AUC |\n|:-------------------------|:-------|\n| Adult | 0.999 |\n| Arts_and_Entertainment | 0.997 |\n| Autos_and_Vehicles | 0.997 |\n| Beauty_and_Fitness | 0.997 |\n| Books_and_Literature | 0.995 |\n| Business_and_Industrial | 0.982 |\n| Computers_and_Electronics| 0.992 |\n| Finance | 0.989 |\n| Food_and_Drink | 0.998 |\n| Games | 0.997 |\n| Health | 0.997 |\n| Hobbies_and_Leisure | 0.984 |\n| Home_and_Garden | 0.997 |\n| Internet_and_Telecom | 0.982 |\n| Jobs_and_Education | 0.993 |\n| Law_and_Government | 0.967 |\n| News | 0.918 |\n| Online_Communities | 0.983 |\n| People_and_Society | 0.975 |\n| Pets_and_Animals | 0.997 |\n| Real_Estate | 0.997 |\n| Science | 0.988 |\n| Sensitive_Subjects | 0.982 |\n| Shopping | 0.995 |\n| Sports | 0.995 |\n| Travel_and_Transportation| 0.996 |\n| Mean | 0.9873 |\n# References\n- https://arxiv.org/abs/2111.09543\n- https://github.com/microsoft/DeBERTa\n# License\nLicense to use this model is covered by the Apache 2.0. 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The service also uses cookies for various purposes, including analytics, personalization, and advertising.","readme.io",[940],{"_76":915,"_383":938,"_384":30,"_165":941},"The __cf_bm cookie is a cookie necessary to support Cloudflare Bot Management, currently in private beta. 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As part of our bot management service, this cookie helps manage incoming traffic that matches criteria associated with bots.\nThis is a CloudFoundry cookie","OptanonConsent","nvid.nvidia.com","This cookie is set by the cookie compliance solution from OneTrust. It stores information about the categories of cookies the site uses and whether visitors have given or withdrawn consent for the use of each category. This enables site owners to prevent cookies in each category from being set in the users browser, when consent is not given. The cookie has a normal lifespan of one year, so that returning visitors to the site will have their preferences remembered. It contains no information that can identify the site visitor.","events.nvidia.com","This cookie is associated with the Amazon Web Services Elastic Load Balancing functionality for routing client request on the server.Used to attribute commission to affiliates when you arrive at the website from an affiliate referral link. 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. Unique ID of an Enquiry- used to validate access to case, and load exisiting data.\n","renderCtx","academicgrants.nvidia.com","Used to store site parameters in the session for reuse across requests by a single client for functionality and performance reasons.","ph_phc_yQgAEdJJkVpI24NdSRID2mor1x1leRpDoC9yZ9mfXal_posthog","The PostHog ph_phc_xxx cookie is a session cookie used for identifying and tracking visitors on websites, helping us understand user behavior and website performance.","This cookie is managed by AWS and is used for load balancing.Used to attribute commission to affiliates when you arrive at the website from an affiliate referral link. 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. It is a temporary cookie used to determine if the browser accepts cookies.","session","This cookie is typically used to maintain an anonymized user session by the server.","XSRF-TOKEN","This cookie is written to help with site security in preventing Cross-Site Request Forgery attacks.This cookie helps with site security in preventing Cross-Site Request Forgery attacks.","AWS ELB application load balancer","This cookie is associated with Akamai. It is used to analyse traffic to determine if it is automated traffic generated by bots or a human user.","bpazaws52gukakzc__ctrl0_ctl78_list_ctl09_systemcaptcha","PHPSESSID","PHP session cookie associated with embedded content from this domain.\n","base.manager.learn.nvidia.com","login_session","bm_ss","This cookie is used to help protect websites from automated bot traffic.","AWS ELB application load balancerUsed to attribute commission to affiliates when you arrive at the website from an affiliate referral link. 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