Anthropic / MODEL EVIDENCE

Claude Opus 4-1-20250805

8 benchmarks · 9 observations · 8 sources

Scores at a glance

8 benchmarks · large dot: Claude Opus 4-1-20250805; small dots: closest models where reported

5.7874.39

claude-opus-4-1-20250805 · Scale Labs · Risk elicitation score ↗

VISTA ↗45.25%
15.1854.65

claude-opus-4-1-20250805 · Scale Labs · Score ↗

1093.61093.6

claude-opus-4-1-20250805 · SEAL Showdown · style-controlled Elo · 2025-09-20 · September 20, 2025 snapshot ↗

1 more reported result

1067.2 Elo · claude-opus-4-1-20250805 (Thinking) · SEAL Showdown · style-controlled Elo · 2025-09-20 · September 20, 2025 snapshot · SEAL Showdown Technical Report ↗

070

claude-opus-4-1-20250805 · FrontierMath-2025-02-28-Public · FrontierMath public · 10 questions · source run score · Epoch AI · public February 2025 sample · historical release ↗

ForecastBench ↗64.7 Brier index
46.467

claude-opus-4-1-20250805† · Overall difficulty-adjusted Brier index ↗

Closest models by score

Similar positions on shared benchmark leaderboards. Smaller gaps are closer.

How similarity is measured

Mean absolute gap in percentile positions on shared benchmark settings; lower is closer. At least 60% overlap is required, with a minimum of three when available. Independent evaluations are used when there are at least three; otherwise published report comparisons are used. Repeated model observations within one setting are averaged before ranking. Writing-style traits and composite indices are excluded. This describes similarity, not an overall quality ranking.

Sources

Every plotted observation links to its evaluation. Reported configurations, benchmark versions and task subsets can differ; similarity describes shared scores, not training lift.

  1. Forecastbench — methodology and published results ↗

    Epoch AI · 2026

  2. Scale Labs — evaluation methodology and results ↗

    Scale Labs / SEAL · 2026

  3. Scale Labs — evaluation methodology and results ↗

    Scale Labs / SEAL · 2026

  4. Scale Labs — evaluation methodology and results ↗

    Scale Labs / SEAL · 2026

  5. Scale Labs — evaluation methodology and results ↗

    Scale Labs / SEAL · 2026

  6. Scale Labs — evaluation methodology and results ↗

    Scale Labs / SEAL · 2026

  7. A Rosetta Stone for AI Benchmarks — released Epoch evaluation runs ↗

    Epoch AI · 2025

  8. SEAL Showdown Technical Report ↗

    Scale AI · 2025

Names used in source tables

claude-opus-4-1-20250805 · claude-opus-4-1-20250805 (Thinking) · claude-opus-4-1-20250805†