UltraRAG integrates the innovative RAGEval assessment framework, which ensures the stability of the system's output through a multi-dimensional, multi-stage test approach. The assessment system is characterized by the following features:
- Three-phase validation process: including unit testing, integration testing and end-to-end stress testing
- 12 core indicators: covering key dimensions such as accuracy, response speed, anti-interference capability, etc.
- Dynamic benchmarking: automatic performance comparison with existing SOTA methods
In actual testing, the system using RAGEval reduces the error rate by 37% and increases the extreme case handling capacity by 2.4 times compared to traditional single-indicator assessment. The assessment report supports PDF/Excel output in multiple formats, which can be directly used for academic papers or project acceptance.
This answer comes from the articleUltraRAG: A One-Stop RAG System Solution to Simplify Data Construction and Model Fine-TuningThe
May not be reproduced without permission:AI productivity tools " The RAGEval evaluation system is the core technology of UltraRAG to ensure the robustness of the system
