Outcome resources: In which supplier figures are usually not accessible we report figures from leaderboards reporting final results on these benchmarks: Humanity's Final Exam final results are sourced from and , LiveCodeBench effects are from (one/one/2025 - five/one/2025 from the UI), Aider Polyglot quantities originate from . Points come from . F