Document Generation System Using Style Correlation Rewards
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Solution Overview
Problem
Conventional document generation techniques are labor-intensive and time-consuming, as users manually set design styles for each component of a new document, limiting the ability to apply desired visual characteristics and restricting design options to predetermined templates.
Innovation Solution
A document generation system that identifies a recommended fragment by computing a reward function based on correlation values between style elements in historical document fragments, allowing for the automatic generation of modified document fragments with visually harmonious style elements, thereby reducing the need for manual template application and increasing design flexibility.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If manual template application is used for document generation, then design flexibility is limited to predetermined templates, but the process becomes labor-intensive and time-consuming
Solution Approach 1:
The system automatically generates modified document fragments by selecting style elements based on correlation values computed from historical document fragments, eliminating the need for manual template application while maintaining design flexibility
Solution Approach 2:
The system pre-computes correlation values between style elements from historical document fragments and stores them for rapid retrieval and use in generating modified document fragments, enabling quick and efficient document generation without manual intervention
2Ease of operation
If manual style setting for each component is performed, then design customization is achieved, but the process becomes labor-intensive
Solution Approach 1:
The system automatically selects and applies style elements to document fragments based on computed correlation values, replacing manual style setting operations while maintaining customization capabilities
Solution Approach 2:
The system replaces manual mechanical style setting operations with automated computational processes that calculate correlation values and select appropriate style elements, significantly reducing labor requirements
3Ease of manufacture
If predetermined templates are used for document generation, then the process is simplified, but design options are restricted
Solution Approach 1:
The system dynamically generates document fragments by selecting from multiple style elements based on correlation values, replacing static predetermined templates with dynamic, adaptive style combinations that maintain simplicity while expanding design options
Solution Approach 2:
The system changes the parameters of document generation by using correlation-based style element selection instead of fixed templates, enabling simplified processes while maintaining diverse design options through statistical relationships learned from historical data
Data Source
AI summary
Systems and methods for document generation are provided. One aspect of the systems and methods includes identifying, by a style extractor, a document fragment comprising a first style element of a first style category; computing, by a style generator, a reward function based on a correlation value between the first style element and a second style element of a second style category different from the first style category, wherein the correlation value is based on correlations between style elements in a plurality of historical document fragments; selecting, by the style generator, the second style element based on the reward function; and generating, by a document generator, a modified document fragment that includes the first style element of the first style category and the second style element of the second style category.