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MODELQUEST
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Claude Sonnet 5 · API · High effort (default)
Evidenceacceptedindependent_lab

GPQA Diamond

Artificial Analysis — GPQA Diamond (Claude Sonnet 5 max)

ev_2026_07_sonnet5_aa_gpqa

Result
Configuration

How it was measured

Exact model
claude-sonnet-5
Reasoning
max
Agent harness
none
Tool access
none (closed-book scientific QA)
Prompting
Artificial Analysis standard GPQA Diamond protocol

PRIMARY independent INT signal for gold sheet. Artificial Analysis GPQA Diamond under adaptive reasoning max effort.

Caveats

Known limitations

  • Max effort config — higher than default chat; do not map to non-reasoning.
  • GPQA is near-saturated at the frontier; use with peer comparison not absolute %.
  • Single published AA point estimate (no multi-trial CI on this scrape).
Weighting

Evidence weight factors

The engine weights each evidence row by these factors (0–1) when fusing scores — higher is more trusted.

relevance0.95
quality1.00
recency1.00
health0.75
comparability0.90
reliability0.85
Benchmark

GPQA Diamond

Graduate-level science questions (biology, physics, chemistry) designed to be Google-proof; Diamond is the hardest subset where PhD experts score ~65%.

Benchmark source →