code benchmark
SWT-Bench
Software Test Benchmark evaluating LLM ability to write tests for software repositories
Updated Aug 11, 2026
Models1
Model coverage1
MetricScore
EvidenceB
SWT-Bench Ranking
Higher score ranks better on this benchmark.
| 01 | MI | 69.3% | 100.0% | 1 | C |
SWT-Bench Highlights
The leading models and scores on this benchmark.
What is SWT-Bench?
What SWT-Bench measures and how its scores work.
Software Test Benchmark evaluating LLM ability to write tests for software repositories
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- SWT-Bench
- Modality
- text
- Primary category
- code
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- swt-bench|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about SWT-Bench.
Which model scores highest on SWT-Bench?
MiniMax M2.1 is currently ranked first with 69.3%.
What does SWT-Bench measure?
Software Test Benchmark evaluating LLM ability to write tests for software repositories
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
1 model results are currently shown.
Does this benchmark affect the overall score?
No. This benchmark is shown for reference but does not contribute to the overall score.