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NemoCurator Quality Classifier DeBERTa

Model Overview

This is a text classification model that can enable qualitative data annotation, creation of quality-specific blends and addition of metadata tags. The model classifies documents into one of three classes based on the quality of the document: \"High\", \"Medium\", \"Low\"

The model was trained using data annotated by human annotators, who considered quality factors such as content accuracy, clarity, coherence, grammar, depth of information, and overall usefulness of the document.

This model is used in the NVIDIA NeMo Curator as part of the qualitative filtering module.

Model Architecture

The model architecture is Deberta V3 Base\nContext length is 1024 tokens

Training (details)

Training data:

The training set is 22828 Common Crawl text samples, labeled as \"High\", \"Medium\", \"Low\". Here are some examples:

Input:

Volunteering\n\nIt's all about the warm, fuzzy feeling when you serve the community, without expectation of gain. Volunteering offers you the necessary experience and development skills to take forward with you, as you venture out to work with other people and apply what you learn, to achieve your career goals.\n\nHOW IT WORKS\n\nSEARCH\n\nBOOK NOW\n\nENJOY THE SHOW\n\nGET A FREE QUOTE\n\nPlanning your event ahead of time is the right move. Contact our experts and let us surprise you.\n

Output: Low

Input:

Sharapova has been in New Zealand since well before the New Year, preparing for her 2011 start and requested the opening day match to test her form. \"My last tournament was over two months ago and it will be really good to get back playing again.\"\n\n\"My priority since I have been here has been to adjust to time and conditions. I have had a couple of practices a day and think that has been really important.\"\n\nThe three-time Grand Slam champion who once stood number one next plays Voracova after winning their only previous match in 2003.\n

Output: High

How To Use This Model

Input

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

Example input:

Reasons to visit Thatta\n\nThatta is one of the most important cities of the province of Sindh, Pakistan. Historically it is the richest city. The sands of Thatta have seen many great men. It provided Alexander the Great and his troops a comfortable resting place before they moved further. It welcomed the Mughal Emperor Shah Jehan.\n

Output

The model outputs one of the 3 classes as the predicted quality for each input sample.

Example output:

Medium\n

How to use in NeMo Curator

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

Evaluation Benchmarks

Evaluation data

The evaluation data is a subset of training data where all three annotators agree on the label. It has 7128 samples.

Results

Accuracy score on evaluation set with 7128 samples - 0.8252

\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\">

	Precision	Recall	F1-Score
High	0.5043	0.1776	0.2626
Medium	0.8325	0.9396	0.8825
Low	0.8510	0.7279	0.7842

Confusion Matrix:

We verify that the predicted scores are indeed close to their ground truth, and are due to the noisy nature of the annotation.

\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\">

	High	Medium	Low
High	117	541	1
Medium	115	4688	187
Low	0	402	1077

Limitations

Subjectivity in Quality: Quality assessment is inherently subjective and may vary among different annotators.

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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The model classifies documents into one of three classes based on the quality of the document: \"High\", \"Medium\", \"Low\"\n\nThe model was trained using data annotated by human annotators, who considered quality factors such as content accuracy, clarity, coherence, grammar, depth of information, and overall usefulness of the document.\n\nThis model is used in the [NVIDIA NeMo Curator](https://github.com/NVIDIA/NeMo-Curator) as part of the qualitative filtering module.\n\n## Model Architecture\n\nThe model architecture is Deberta V3 Base\nContext length is 1024 tokens\n\n## Training (details)\n\n### Training data:\n\nThe training set is 22828 Common Crawl text samples, labeled as \"High\", \"Medium\", \"Low\". Here are some examples:\n1. Input:\n\n ```\n Volunteering\n\n It's all about the warm, fuzzy feeling when you serve the community, without expectation of gain. Volunteering offers you the necessary experience and development skills to take forward with you, as you venture out to work with other people and apply what you learn, to achieve your career goals.\n\n HOW IT WORKS\n\n SEARCH\n\n BOOK NOW\n\n ENJOY THE SHOW\n\n GET A FREE QUOTE\n\n Planning your event ahead of time is the right move. Contact our experts and let us surprise you.\n ```\n\n Output: `Low`\n\n2. Input:\n\n ```\n Sharapova has been in New Zealand since well before the New Year, preparing for her 2011 start and requested the opening day match to test her form. \"My last tournament was over two months ago and it will be really good to get back playing again.\"\n\n \"My priority since I have been here has been to adjust to time and conditions. I have had a couple of practices a day and think that has been really important.\"\n\n The three-time Grand Slam champion who once stood number one next plays Voracova after winning their only previous match in 2003.\n ```\n\n Output: `High`\n\n## How To Use This Model\n\n### Input\n\nThe model takes one or several paragraphs of text as input.\n\nExample input:\n\n```\nReasons to visit Thatta\n\nThatta is one of the most important cities of the province of Sindh, Pakistan. Historically it is the richest city. The sands of Thatta have seen many great men. It provided Alexander the Great and his troops a comfortable resting place before they moved further. It welcomed the Mughal Emperor Shah Jehan.\n```\n\n### Output\n\nThe model outputs one of the 3 classes as the predicted quality for each input sample.\n\nExample output:\n\n```\nMedium\n```\n\n## How to use in NeMo Curator\n\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/quality-classifier-deberta/blob/main/model.pth) 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\n## Evaluation Benchmarks\n\n### Evaluation data\n\nThe evaluation data is a subset of training data where all three annotators agree on the label. It has 7128 samples.\n\n### Results\n\nAccuracy score on evaluation set with 7128 samples - `0.8252`\n\n| | Precision | Recall | F1-Score |\n|--------|-----------|--------|----------|\n| High | 0.5043 | 0.1776 | 0.2626 |\n| Medium | 0.8325 | 0.9396 | 0.8825 |\n| Low | 0.8510 | 0.7279 | 0.7842 |\n\nConfusion Matrix:\n\nWe verify that the predicted scores are indeed close to their ground truth, and are due to the noisy nature of the annotation.\n\n| | High | Medium | Low |\n|---------|------|--------|-----|\n| High | 117 | 541 | 1 |\n| Medium | 115 | 4688 | 187 |\n| Low | 0 | 402 | 1077|\n\n## Limitations\n\n- Subjectivity in Quality: Quality assessment is inherently subjective and may vary among different annotators.\n\n## References\n\n- https://arxiv.org/abs/2111.09543\n- https://github.com/microsoft/DeBERTa\n\n## License\n\nLicense to use this model is covered by the Apache 2.0. 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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. 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.","_devzone_session","This cookie is likely used to maintain a user session on the website by the server. It is common for session identifiers to be used to keep users logged in and track their interaction with the site during a session.","_cs_c","The cookie is used by Content Square to save the user consent to be tracked.","bm_sz","This cookie is used by Akamai to optimize site performance and security. It is typically associated with the delivery of web content and services.","vcalliance.nvidia.com","ASP.NET_SessionId","General purpose platform session cookie, used by sites written with Microsoft .NET based technologies. 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