Python function generation tested against EvalPlus expanded tests. Higher pass@1 is better. Ranks apply only to this source snapshot and selected metric. Arena ranks are preserved from the source; other ranks use exact scores. Small differences do not establish statistical superiority.
HumanEval+ results from evalplus. Select models to compare.
EvalPlus contributors — results redistributed under Apache-2.0. Normalized by BuildnScale; no evaluations rerun. Parameter counts and instruction labels are source metadata. Namespace is shown where supplied; it is not a verified API provider or license classification.