Model capability leaderboards usually convert scores based on standardized evaluation tasks, and different leaderboards vary considerably in question distribution and weighting, so cross-leaderboard comparisons should be made with caution; leading models are near the ceiling on conventional questions, with score gaps coming more from a few highly difficult questions and from stability.