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matherials/introduction.html
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>UTC (Universal Token Classification) HandyLab App Description</title>
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<style>
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body {
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font-family: Arial, sans-serif;
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margin: 10px;
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line-height: 1.6;
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margin: 10px;
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background-color: white;
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border: 1px solid grey; /* Added border to make the button visible against white background */
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color: #007bff; /* Text color changed to make it visible against white background */
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text-decoration: none;
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border-radius: 10px;
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text-align: center;
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background-color: #c0dcfc;
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text-align: center; /* Center the container's content */
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margin: auto; /* Auto margins for horizontal centering if necessary */
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display: flex; /* Use flexbox */
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justify-content: center; /* Center flex items horizontally */
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flex-wrap: wrap; /* Allow items to wrap */
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}
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</style>
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</head>
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<body>
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<h2>Welcome to GliClass SandBox!</h2>
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<h3>GLiClass: Generalist and Lightweight Model for Sequence Classification:</h3>
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<ol>
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<li><b>Zero-Shot text classification</b></li>
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<li><b>Topic Classification</b></li>
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<li><b>Sentiment Analysis</b></li>
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<li><b>Reranker in RAG pipelines</b></li>
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</ol>
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<h3>What is GliClass?</h3>
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<p>This is an efficient zero-shot classifier inspired by <a href="https://github.com/urchade/GLiNER/tree/main">"GLiNER"</a> work. It demonstrates the same performance as a cross-encoder while being more compute-efficient because classification is done at a single forward path. It can be used for topic classification, sentiment analysis and as a reranker in RAG pipelines.<p>
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<h3>Remember, information extraction is not just about data; it's about insights. Let's uncover those insights together!💫</h3>
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<!-- Links Section -->
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<div class="links-container">
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<a href="https://www.knowledgator.com/" class="link-button" target="_blank"><img src="https://assets-global.website-files.com/65902be8ba48a05dfdb73331/6590476fcc8e8f35b2332781_Group%201000002504%20(1).png" alt="Visit our website"></a>
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<a href="https://www.linkedin.com/company/knowledgator/" class="link-button" target="_blank"><img src="https://upload.wikimedia.org/wikipedia/commons/thumb/0/01/LinkedIn_Logo.svg/1280px-LinkedIn_Logo.svg.png" alt="Follow on LinkedIn"></a>
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<a href="https://huggingface.co/knowledgator/" class="link-button" target="_blank"><img src="https://vectorseek.com/wp-content/uploads/2023/12/Hugging-Face-Logo-Vector.svg-.png" alt="Hugging Face Profile"></a>
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<a href="https://twitter.com/knowledgator" class="link-button" target="_blank"><img src="https://freepnglogo.com/images/all_img/1691832278twitter-x-logo-png.png" alt="Follow on X"></a>
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<a href="https://blog.knowledgator.com/" class="link-button" target="_blank"><img src="https://upload.wikimedia.org/wikipedia/commons/thumb/0/0d/Medium_%28website%29_logo.svg/2560px-Medium_%28website%29_logo.svg.png" alt="Follow on Medium"></a>
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<a href="https://discord.com/invite/dkyeAgs9DG" class="link-button" target="_blank"><img src="https://assets-global.website-files.com/6257adef93867e50d84d30e2/636e0b52aa9e99b832574a53_full_logo_blurple_RGB.png" alt="Join our Discord">
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</a>
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</div>
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</body>
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</html>
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