Coding benchmark
KernelBench Hard leaderboard
Every model the catalog carries a published KernelBench Hard value for, ranked by that value.
CategoryCoding
MeasureTask success rate
TasksHard GPU kernel coding tasks
DifficultySpecialized systems programming
Published byMiniMax M3 model card
A display-only benchmark for difficult GPU kernel implementation and optimization tasks.
KernelBench Hard ranking
1 model with a published KernelBench Hard value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.
| Rank | Model | Provider | Task success rate |
|---|---|---|---|
| 1 |  MiniMax M3 | MiniMax | 28.8 |
Evidence key: Observed
Rows are ordered by the value MiniMax M3 model card published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.