Attribute-Based Content Presentation for Personalized Understanding

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Solution Overview

Problem

Existing applications fail to adequately understand user requirements and provide processing results that meet user needs, necessitating improved methods for content management based on user attribute features.

Innovation Solution

A method and apparatus for obtaining user attribute features through interaction history, processing content accordingly, and presenting tailored results based on these features, including language, understanding level, focus, and presentation format.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Adaptability or versatility

If existing applications provide processing results based on simple query input, then the system operation is simple, but the results do not meet user requirements and lack personalization

Engineering Contradiction:

Improvecontent personalizationVSAvoidsystem complexity

Core Design Contradiction:

Adaptability or versatilityVSDevice complexity

Solution Approach 1:

The system performs preliminary actions by obtaining user attribute features (language, understanding level, focus, presentation format) before processing the query. This allows the system to personalize content presentation in advance, making the processing more adaptable to user requirements without increasing operational complexity during the actual query execution

Inventive Principle:

Principle #10Preliminary action

Solution Approach 2:

The system changes multiple parameters simultaneously to achieve personalization: language parameter (user's preferred language), understanding level parameter (user's comprehension capability), focus parameter (user's attention points), and presentation format parameter (how content is displayed). By coordinating these parameter changes, the system delivers personalized content without requiring complex system restructuring

Inventive Principle:

Principle #35Parameter changes

2Measurement precision

If the system processes content based on multiple user attribute features, then content understanding accuracy improves, but processing complexity increases

Engineering Contradiction:

Improvecontent understanding accuracyVSAvoidprocessing complexity

Core Design Contradiction:

Measurement precisionVSDevice complexity

Solution Approach 1:

The system segments the content understanding process into distinct attribute feature dimensions: language features, understanding level features, focus features, and presentation format features. Each dimension is processed independently and then integrated, which improves measurement precision for each attribute while managing processing complexity through modular organization

Inventive Principle:

Principle #1Segmentation

Solution Approach 2:

The system implements a universal processing framework that handles multiple attribute features through a single integrated approach. The same processing module accommodates different languages, understanding levels, focuses, and presentation formats, achieving high content understanding accuracy without proportionally increasing processing complexity

Inventive Principle:

Principle #6Universality (Multi-functionality)

Data Source

PatentUS20260003651A1Systems and methods, for generating and presenting content based on determining attribute features

Publication Date: 2026.01.01 BEIJING ZITIAO NETWORK TECH CO LTD

AI summary

A method, an apparatus, a device, and a storage medium for content management are provided. The method includes: obtaining an attribute feature of a user related to content understanding; in response to determining a first content to be presented, processing the first content based on the attribute feature to obtain a second content; and presenting the second content. In this way, the content desired by the user can be presented according to the attribute feature, so that the user can obtain information in a more efficient manner.