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Google’s Carbon Eval Shows OSWorld Method Split

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Google’s Carbon Eval Shows OSWorld Method Split
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// 1h agoBENCHMARK RESULT

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.

// ANALYSIS

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.
// TAGS
gemini-4-carbonevaluationbenchmarkcomputer-usemultimodalresearch

DISCOVERED

1h ago

2026-11-12

PUBLISHED

3h ago

2026-11-12

RELEVANCE

9/ 10

AUTHOR

AdamHoltererer