Service Matching with Standardized Descriptions for Fast Ranking
Find Innovative SolutionsGenerate Solutions
Solution Overview
Problem
Users face challenges in accurately and efficiently identifying and ranking similar services across different service providers in a service platform, requiring extensive manual comparison and evaluation.
Innovation Solution
A method and apparatus for service determination that utilizes standardized service description information, including service type, key field information, and matching field information to identify and rank similar services, providing a unified representation and efficient service identification.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If users perform direct comparison of services from different service providers, then service selection accuracy can be improved, but the time and operations required for evaluation increase significantly
Solution Approach 1:
The system pre-calculates and stores service embedding vectors and similarity relationships in advance. When a user searches for services, the system quickly retrieves and ranks similar services based on pre-computed embeddings, avoiding real-time complex comparisons. This preliminary computation of service representations enables fast retrieval and accurate ranking without requiring users to manually compare extensive information.
2Measurement precision
If users manually query and compare extensive service information, then accurate service evaluation can be achieved, but the complexity of the selection process increases
Solution Approach 1:
The system introduces service embedding vectors as an intermediary representation that captures essential service characteristics in a standardized format. These embeddings serve as a mediator between raw service information and user comparison needs, enabling the system to automatically compute similarities and rankings without requiring users to manually process and compare extensive service details. The embedding layer simplifies the complexity by transforming diverse service information into comparable vector representations.
Data Source
Figure 1
Figure 2
Figure 3
AI summary
The present disclosure relates to a service determination method, an apparatus, a medium, a device, and a program product. The method includes: acquiring service description information corresponding to a target service, wherein the service description information includes a service type, key field information, and matching field information of the target service (11); determining, from a service database, a similar service corresponding to the target service based on the service type and the key field information (12); determining a ranking corresponding to the similar service based on the matching field information and service description information corresponding to the similar service (13); and outputting the similar service based on the ranking corresponding to the similar service (14).