Tag
#benchmarks
2 posts tagged benchmarks.
- mlops
LLM Benchmarks in 2026: Which Still Discriminate, and How to Run
Static benchmarks like MMLU and HumanEval have saturated for frontier models. Here's which LLM benchmarks still produce signal, why contamination is worse than reported, and how to run your own reproducible evaluation with lm-evaluation-harness.
- mlops
LLM Benchmarks Explained: What the Numbers Mean and Miss
A practical guide to the major LLM benchmarks — MMLU, HumanEval, GPQA Diamond, SWE-bench — what they actually test, why saturation makes most scores useless for frontier comparisons, and how to build evaluations that predict production behavior.