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Claude Sonnet 4

Anthropicanthropic/claude-sonnet-4

By dataset

Index with 95% interval. Grey band: range of all other systems. Dark tick: their median.

Score components

Each score combines these three parts, each from 0 to 1. Red tick: random answers.

By topic

Sampling temperature

OpinionsQA, Althing persona. Band: ±1 standard deviation across repeat runs.

Persona prompt template

SubPOP, Althing persona, temperature 0.85.

Holdout check

Gap between scores on public questions and on the private answer key. Above 0.05 is flagged for review.

Runs

The published runs behind these numbers.