Echo-Result

Benchmark results and performance comparisons for different versions of Echo test case generation approaches.

Overview

This repository contains comprehensive experimental results comparing various approaches to automated test case generation, specifically focusing on reproduction test case generation techniques.

Results Included

🔬 Prometheus-V1.2-Result

Baseline Approach - Uses regression testing exclusively to generate reproduction test cases. This represents the traditional approach without feedback refinement.

✨ Echo-with-Patch Result

Enhanced Approach - Leverages execution feedback to iteratively refine and improve generated test cases. This approach demonstrates how feedback-driven refinement can enhance test case quality and effectiveness.

Key Differences

• Prometheus-V1.2: Pure regression-based test generation
• Echo-with-Patch: Execution feedback-guided refinement for superior test case quality

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Explore the results to understand how execution feedback can improve automated test case generation.