Generative AI Summarization System with Image Generation
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Solution Overview
Problem
Users face significant time and effort in summarizing and organizing vast amounts of information from various sources, and lack of expertise in specific domains makes it difficult to provide accurate summaries tailored to specific search keywords.
Innovation Solution
An apparatus and method utilizing pre-trained generative artificial intelligence models to generate answer sentences and images, which manage and reflect user feedback to provide personalized and organized content, including a watermark to indicate AI-generated content.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Manufacturing precision
If users manually summarize and organize information from various sources, then they can extract and organize necessary information, but it takes a lot of time and effort
Solution Approach 1:
The patent replaces manual information summarization with an AI-based system that automatically generates summaries and organizes information. The system uses natural language processing and machine learning models to process information from multiple sources and present it in an organized manner, eliminating the need for users to manually read and summarize each source.
Solution Approach 2:
The system performs self-service by automatically collecting, processing, and organizing information without requiring user intervention. The AI model independently analyzes information from various sources, extracts key points, and presents organized summaries, allowing the system to serve itself rather than requiring manual user effort.
2Manufacturing precision
If individuals summarize information with expertise, then they can provide accurate summaries, but it is impossible for individuals to have expertise in all information domains
Solution Approach 1:
The patent implements a universal AI system that can handle multiple information domains without requiring specialized expertise in each field. The machine learning model is trained on diverse data from various sources and can adapt to different topics and domains, providing accurate summaries across a broad range of subjects without the limitations of human expertise.
Solution Approach 2:
The system changes the parameter of knowledge representation by using AI models that can process and interpret information in different domains. The model adapts its processing parameters based on the input data, allowing it to accurately summarize information from various fields by adjusting its analysis approach rather than requiring pre-programmed domain expertise.
3Loss of information
If users manually collect and organize information, then they can select necessary information, but the process requires significant effort and resources
Solution Approach 1:
The patent replaces manual information collection and selection with an automated AI system that uses natural language processing to identify, extract, and organize relevant information. The system automatically processes information from multiple sources and presents it in an organized manner, eliminating the need for users to manually collect and select information while maintaining high accuracy in information selection.
Data Source
AI summary
Disclosed embodiments are directed to providing an apparatus and method for summarizing information using a generative artificial intelligence model that is capable of generating an answer sentence and an image summarizing and organizing numerous information associated with a user's search term using a pre-trained generative artificial intelligence model, and generating and providing answer content that includes the generated sentence and image.