BBQ Ambiguous Accuracy (Sonnet 5 & Opus 5 System Cards): leaderboard

Bias Benchmark for Question Answering (BBQ) accuracy on ambiguous questions, where the correct answer is that the context is insufficient, as run by Anthropic (percent, higher is better; near the ceiling for every model). From Table 4.4.2.A of the Claude Opus 5 System Card (July 2026), with Mythos Preview and Sonnet 4.6 rows from the Sonnet 5 card.

Metric: Accuracy (%). Source: www-cdn.anthropic.com. Source: www-cdn.anthropic.com. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScoreOverall rank
1Claude Mythos Preview100#5
2Claude Mythos 599.9#8
3Claude Opus 4.8 (Non-reasoning)99.9#39 (Claude Opus 4.8)
4Claude Sonnet 5 (Non-reasoning)98.6#65 (Claude Sonnet 5)
5Claude Sonnet 4.6 (Non-reasoning)97.5#94 (Claude Sonnet 4.6)

No result here: #6 GPT-6 Astra, #7 GPT-6.1 Sol, #9 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=bbq-ambiguous-accuracy-sonnet-5-opus-5-system-cards · How It Works · Data refreshed daily, snapshot 2026-11-05.