SourcesCoding
LiveCodeBench Pro
The actively-updated 2026 successor to LiveCodeBench; rates frontier models on live competitive-programming contests.
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Source detail
Score source
Official leaderboard API (webhook.cp-bench.orzzh.com/leaderboard/llm) serves per-model Elo and contest history.
Run guide
Problems and tooling are published; ratings are computed from live Codeforces-style contests.
How it can be used
Use the official leaderboard Elo ratings; the metric is an Elo, not a percentage.
Caveat
Elo is contest-relative and not comparable to pass@1 coding benchmarks; keep it separate.