AI BENCHMARK PROFILE
RealisticTritonBench
RealisticTritonBench evaluates LLM-generated Triton kernels using tasks derived from real-world pull requests in popular AI frameworks, with end-to-end integration tests.
- Released
- 2026-08-12
- Readiness
- Paper only
- Primary field
- Cybersecurity
Why it matters
Existing benchmarks focus on isolated kernel translation and may have flawed evaluation scripts, while this benchmark provides realistic tasks and robust end-to-end evaluation, offering more practical insight into LLM performance for production kernel development.
Motivation
In modern AI frameworks, GPU kernels are key to overall system performance.
Primary resources
Benchmark Radar records only publicly supported details and links back to primary sources for verification.