SWE-Mutation - Test Generation - Mini-Swe-Agent: leaderboard

Detection of realistic mutation defects by repaired or newly generated tests. Paper v1 Tables 2-3 preserve both tasks and Mini-Swe-Agent/Claude Code scaffolds. RDR is Relative Detection Rate, not patch success; the default mutant generator is Claude Sonnet 4. This series reports Relative Detection Rate (%). Source: https://arxiv.org/html/2605.22175v1.

Metric: Relative Detection Rate (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 7 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.563.7#148
2Kimi K2 090542.59#292
3GLM-4.639.79#265
4Claude 3.7 Sonnet37.47#259
5DeepSeek V3.136.15#275
6Qwen 3 Coder 480B A35B Instruct33.33#314
7GPT-OSS-120B25.61#346

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=swe-mutation-test-generation-mini-swe-agent · How It Works · Data refreshed daily, snapshot 2026-11-05.