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How to evaluate the performance of SE-Agent in specific software development tasks?

2025-08-21 166
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Multi-dimensional performance evaluation system construction method

A tiered assessment strategy is recommended:

  • Monitoring of basic indicators::
    1. Use the built-in -report parameter to generate standardized evaluation reports (with resolution rates, number of API calls, etc.)
    2. Tracking the correlation between the number of rounds of evolution of a single task and the quality of the final program
  • In-depth quality analysis::
    1. Static analysis of generated code solutions (complexity, maintainability scores)
    2. Quality gating using tools such as SonarQube
  • Comparative Experimental Design::
    1. Compare the differences between SE-Agent and traditional prompt engineering on the same tasks.
    2. Verification of the effect of different evolutionary operators through A/B testing

SWE-bench benchmarks show that the SE-Agent's outstanding advantages are reflected in:
- Cross-task generalization capability (to address 80% verified)
- Program implementability rate (92.31 TP3T of generated programs pass the test directly)
- Iterative efficiency (average of 3.2 rounds of evolution to optimization)

It is recommended that teams create customized assessment matrices that focus on tracking core metrics relevant to the business.

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