reasoning benchmark
SWE-Bench Pro
SWE-Bench Pro is an advanced version of SWE-Bench that evaluates language models on complex, real-world software engineering tasks requiring extended reasoning and multi-step problem solving.
Updated Aug 11, 2026
Models45
Model coverage45
MetricScore
EvidenceB
SWE-Bench Pro Ranking
Higher score ranks better on this benchmark.
SWE-Bench Pro Score Distribution
A closer view of the leading scores on this benchmark.
SWE-Bench Pro Highlights
The leading models and scores on this benchmark.
What is SWE-Bench Pro?
What SWE-Bench Pro measures and how its scores work.
SWE-Bench Pro is an advanced version of SWE-Bench that evaluates language models on complex, real-world software engineering tasks requiring extended reasoning and multi-step problem solving.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- SWE-Bench Pro
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- swe-bench-pro|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about SWE-Bench Pro.
Which model scores highest on SWE-Bench Pro?
Claude Fable 5 is currently ranked first with 80.0%.
What does SWE-Bench Pro measure?
SWE-Bench Pro is an advanced version of SWE-Bench that evaluates language models on complex, real-world software engineering tasks requiring extended reasoning and multi-step problem solving.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
45 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.