How to use MMLU benchmark runs: pick the right variant, run it with lm-evaluation-harness or Inspect, smoke test the format, and read the score honestly.
MMLU vs GPQA explained: broad exam recall versus expert written science questions, why GPQA scores run lower, and which benchmark still means anything in 2026.
MMLU vs SWE-bench explained: what each measures, why the scores are not comparable, and which benchmark to trust for knowledge vs coding agents in 2026.
MMLU vs MMLU Pro explained: how the 4 option and 10 option benchmarks differ, why their scores aren't comparable, and which one to trust for LLMs in 2026.
HLE Diamond leaderboard and scores for October 2026: the 1,000 question Humanity's Last Exam subset, Scale and lastexam.ai results, with and without tools.
LLM benchmarks explained: what MMLU, GPQA Diamond, Humanity's Last Exam, SWE-bench and ARC-AGI measure, why scores saturate, and how to spot contamination.