BBQ A

AI benchmark · Language-understanding

Publisher
Anthropic System Card
Tier
A why
Snapshot

What is BBQ?

Bias Benchmark for Question Answering results reported in Anthropic's Claude Fable 5 and Claude Mythos 5 system card.

Tier A

A

Widely used: a lab reports it, or 50 or more models are scored on it.

How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.

  • 7 models scored
  • reported by Anthropic
  • in curated RL directories (1 pt)

On X · mixed, low buzz, from 2 posts about BBQ in the last month

Little discussion; one post cites Anthropic's account of BBQ implementation pitfalls, where models scored unbiased by not answering, as a caution about evaluation validity.

@doronkatz ↗ · @shitboxtracker ↗

How we got to tier A
  1. Adoption: 7 models scored; reported by Anthropic. Tier A.
  2. On X: mixed, low buzz. “Little discussion; one post cites Anthropic's account of BBQ implementation pitfalls, where models scored unbiased by not answering, as a caution about evaluation validity.” No move.
  3. In curated RL directories: 1 point, a floor of none.
  4. Not yet confirmed by a line from its own site or paper.

A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.

Not on the map yet: no line from its own site or paper places it in a domain.

Next: browse all benchmarks. Entry from the RL Research daily scrape of public sources, 2026-10-11 snapshot.