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This invention describes an interactive software system that helps users analyze and visualize complex data, especially documents and entities, by showing how they relate to each other over time. It uses artificial intelligence, including large language models, to generate insights and opinions. The system is designed to evaluate queries that involve measuring or estimating subjective qualities described in natural language, by breaking down these queries into smaller parts and processing them on a network of interconnected data.
Why it matters: While LLMs were prominent in 2025, their rapid evolution in handling nuanced subjective interpretation and their integration into structured query systems has made the precise measurement and estimation of subjective qualities, as described in the claims, more achievable and reliable than in 2025.
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