LLM-based data enrichment of CPS device inventories using OpenAI API and Google Gemini API for device type and OS inference, with comparative evaluation of their outputs.
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Updated
Jan 23, 2026 - Jupyter Notebook
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dataenrichment
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Extracts & structures historical predictions from text using llmatch-messages.
nlp dataenrichment textextraction predictiveanalysis researchassistant structuredoutput semanticanalysis outcomeassessment historicalpredictions predictionvalidation contextanalysis llmatchmessages historiantools archiveresearch temporalinference
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Updated
Dec 21, 2025 - Python
π Extract and structure historical predictions from text effortlessly with hist-pred-extractor, aiding researchers and educators in systematic analysis.
nlp dataenrichment textextraction predictiveanalysis researchassistant structuredoutput semanticanalysis outcomeassessment historicalpredictions predictionvalidation contextanalysis llmatchmessages historiantools archiveresearch temporalinference
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Updated
Feb 21, 2026 - Python
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