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jamesmcroftjamesmcroft
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Update dotnet samples with GPT-4.1 outputs
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‎images/dotnet-notebook-kernel.png‎

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‎samples/dotnet/classification/document-classification-gpt-vision.ipynb‎

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‎samples/dotnet/classification/document-classification-text-embeddings.ipynb‎

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"source": [
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"# Document Classification with Azure AI Document Intelligence and Text Embeddings\n",
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"**Before running this notebook, ensure you have selected the .NET Interactive kernel.**\n",
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"\n",
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"![Example devcontainer notebook kernel](../../../images/dotnet-notebook-kernel.png)\n",
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"\n",
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"This sample demonstrates how to classify a document using Azure AI Document Intelligence and text embeddings.\n",
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"\n",
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"![Data Classification](../../../images/classification-embeddings.png)\n",
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"<details open=\"open\" class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>{ Accuracy = 100.00%, ExecutionTime = 12.44 seconds, DocumentIntelligenceExecutionTime = 7.50 seconds, ClassificationEmbeddingExecutionTime = 1.97 seconds, DocumentEmbeddingExecutionTime = 2.97 seconds, ClassificationExecutionTime = 0.01 seconds }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Accuracy</td><td><div class=\"dni-plaintext\"><pre>100.00%</pre></div></td></tr><tr><td>ExecutionTime</td><td><div class=\"dni-plaintext\"><pre>12.44 seconds</pre></div></td></tr><tr><td>DocumentIntelligenceExecutionTime</td><td><div class=\"dni-plaintext\"><pre>7.50 seconds</pre></div></td></tr><tr><td>ClassificationEmbeddingExecutionTime</td><td><div class=\"dni-plaintext\"><pre>1.97 seconds</pre></div></td></tr><tr><td>DocumentEmbeddingExecutionTime</td><td><div class=\"dni-plaintext\"><pre>2.97 seconds</pre></div></td></tr><tr><td>ClassificationExecutionTime</td><td><div class=\"dni-plaintext\"><pre>0.01 seconds</pre></div></td></tr></tbody></table></div></details><style>\r\n",
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"<details open=\"open\" class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>{ Accuracy = 100.00%, ExecutionTime = 14.89 seconds, DocumentIntelligenceExecutionTime = 10.40 seconds, ClassificationEmbeddingExecutionTime = 1.62 seconds, DocumentEmbeddingExecutionTime = 2.86 seconds, ClassificationExecutionTime = 0.01 seconds }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Accuracy</td><td><div class=\"dni-plaintext\"><pre>100.00%</pre></div></td></tr><tr><td>ExecutionTime</td><td><div class=\"dni-plaintext\"><pre>14.89 seconds</pre></div></td></tr><tr><td>DocumentIntelligenceExecutionTime</td><td><div class=\"dni-plaintext\"><pre>10.40 seconds</pre></div></td></tr><tr><td>ClassificationEmbeddingExecutionTime</td><td><div class=\"dni-plaintext\"><pre>1.62 seconds</pre></div></td></tr><tr><td>DocumentEmbeddingExecutionTime</td><td><div class=\"dni-plaintext\"><pre>2.86 seconds</pre></div></td></tr><tr><td>ClassificationExecutionTime</td><td><div class=\"dni-plaintext\"><pre>0.01 seconds</pre></div></td></tr></tbody></table></div></details><style>\r\n",
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‎samples/dotnet/extraction/multimodal/document-extraction-gpt-text-and-vision.ipynb‎

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‎samples/dotnet/extraction/text/document-extraction-gpt.ipynb‎

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‎samples/dotnet/extraction/text/document-extraction-phi.ipynb‎

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"# Document Extraction with Azure AI Document Intelligence and Microsoft Phi-4 (Text Only)\n",
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"**Before running this notebook, ensure you have selected the .NET Interactive kernel.**\n",
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"\n",
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"![Example devcontainer notebook kernel](../../../../images/dotnet-notebook-kernel.png)\n",
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"\n",
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"This sample demonstrates how to extract structured data from any document using Azure AI Document Intelligence and Microsoft's Phi-4 model.\n",
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"![Data Extraction](../../../../images/extraction-document-intelligence-phi.png)\n",
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"<details open=\"open\" class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>{ Accuracy = 95.95%, Confidence = 52.28%, ExecutionTime = 22.21 seconds, DocumentIntelligenceExecutionTime = 6.31 seconds, PhiExecutionTime = 15.91 seconds, PromptTokens = 3328, CompletionTokens = 554 }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Accuracy</td><td><div class=\"dni-plaintext\"><pre>95.95%</pre></div></td></tr><tr><td>Confidence</td><td><div class=\"dni-plaintext\"><pre>52.28%</pre></div></td></tr><tr><td>ExecutionTime</td><td><div class=\"dni-plaintext\"><pre>22.21 seconds</pre></div></td></tr><tr><td>DocumentIntelligenceExecutionTime</td><td><div class=\"dni-plaintext\"><pre>6.31 seconds</pre></div></td></tr><tr><td>PhiExecutionTime</td><td><div class=\"dni-plaintext\"><pre>15.91 seconds</pre></div></td></tr><tr><td>PromptTokens</td><td><div class=\"dni-plaintext\"><pre>3328</pre></div></td></tr><tr><td>CompletionTokens</td><td><div class=\"dni-plaintext\"><pre>554</pre></div></td></tr></tbody></table></div></details><style>\r\n",
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"<details open=\"open\" class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>{ Accuracy = 95.95%, Confidence = 52.28%, ExecutionTime = 34.63 seconds, DocumentIntelligenceExecutionTime = 4.72 seconds, PhiExecutionTime = 29.91 seconds, PromptTokens = 3328, CompletionTokens = 554 }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Accuracy</td><td><div class=\"dni-plaintext\"><pre>95.95%</pre></div></td></tr><tr><td>Confidence</td><td><div class=\"dni-plaintext\"><pre>52.28%</pre></div></td></tr><tr><td>ExecutionTime</td><td><div class=\"dni-plaintext\"><pre>34.63 seconds</pre></div></td></tr><tr><td>DocumentIntelligenceExecutionTime</td><td><div class=\"dni-plaintext\"><pre>4.72 seconds</pre></div></td></tr><tr><td>PhiExecutionTime</td><td><div class=\"dni-plaintext\"><pre>29.91 seconds</pre></div></td></tr><tr><td>PromptTokens</td><td><div class=\"dni-plaintext\"><pre>3328</pre></div></td></tr><tr><td>CompletionTokens</td><td><div class=\"dni-plaintext\"><pre>554</pre></div></td></tr></tbody></table></div></details><style>\r\n",
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‎samples/dotnet/extraction/vision/document-extraction-gpt-vision.ipynb‎

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‎samples/dotnet/redaction/document-redaction-gpt.ipynb‎

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‎samples/dotnet/redaction/document-redaction-language-native-document.ipynb‎

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"# Document Redaction with Azure AI Language PII Native Document Analysis\n",
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"**Before running this notebook, ensure you have selected the .NET Interactive kernel.**\n",
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"\n",
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"![Example devcontainer notebook kernel](../../../images/dotnet-notebook-kernel.png)\n",
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"This sample demonstrates how to use the Azure AI Language service to redact any Personally Identifiable Information (PII) from a provided PDF document using the preview **Native Document Support** features. You can find more information on these new capabilities in [our documentation for analyzing native documents](https://learn.microsoft.com/en-us/azure/ai-services/language-service/native-document-support/use-native-documents?tabs=pii).\n",
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"> **IMPORTANT**: This feature only supports documents that are digitized (i.e. non-scanned documents) in `.txt`, `.docx`, or `.pdf` format. If you are working with scanned documents, explore the [document redaction with Azure OpenAI sample](./document-redaction-gpt.ipynb).\n",
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"<details open=\"open\" class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>{ ExecutionTime = 16.52 seconds }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ExecutionTime</td><td><div class=\"dni-plaintext\"><pre>16.52 seconds</pre></div></td></tr></tbody></table></div></details><style>\r\n",
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"<details open=\"open\" class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>{ ExecutionTime = 14.60 seconds }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ExecutionTime</td><td><div class=\"dni-plaintext\"><pre>14.60 seconds</pre></div></td></tr></tbody></table></div></details><style>\r\n",
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‎samples/dotnet/scenarios/invoices/invoice-extraction.ipynb‎

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