AI benchmarks and leaderboards are different things
Learn the difference between a benchmark, an evaluation run and a leaderboard, and use each to answer the right question.
Model reports
Scientific code generation graded by test execution; subproblem context matters.
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Gemini 3.1 Pro | 59.0 | percent | Thinking (High) | 2026-02-19 · document_publication | Gemini 3.1 Pro |
| Kimi K3 | 58.7 | percent | reasoning=max | 2026-06-13 · document_publication | Kimi K3 |