Google’s Carbon Eval Shows OSWorld Method Split
Google says it averages multiple trials to reduce variance, yet its OSWorld-2.1 score for Gemini 4 Carbon is explicitly the best of three single-attempt runs. That makes the reported 81.5% a best-case result rather than an average.
The issue is less that Google ran three trials than that the aggregation rule is easy to miss and materially affects leaderboard comparisons.
- –OSWorld uses an 82-task offline subset, with Carbon and Argon scores maxed over three runs.
- –Best-of-three reporting can reward retries and inflate results versus a one-shot average.
- –Google’s methodology should clearly label this as best-of-3 or pass@3.
- –Competitor scores come from published evaluations with potentially different harnesses and aggregation rules.
- –Developers should demand per-run scores, uncertainty estimates, and matched evaluation protocols before treating rankings as definitive.
DISCOVERED
1h ago
2026-11-12
PUBLISHED
3h ago
2026-11-12
RELEVANCE
AUTHOR
AdamHoltererer