Glossary · Term

GPQA

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Definition

Plain language

A small set of extremely hard graduate-level science questions used to test AI reasoning.

As stated in the literature

GPQA-Diamond, the hardest subset of the Graduate-Level Google-Proof Q&A benchmark, covering expert-validated physics, chemistry, and biology questions.

Also called: GPQA-Diamond

Why it matters: It tests whether models can handle expert-level science questions that aren't easily Googleable, separating real reasoning from search-and-paraphrase.

For example, a GPQA question might ask the experimental technique needed to distinguish two reaction mechanisms in organometallic chemistry — answerable by an expert but resistant to web search.

Heard on the show

“The GPQA replication helps — it tells you the effect is not an MMLU artifact — but the causal story is identified only at a coarse level.”
Episode 058 — Why Upgrading Your AI Auditor to a Smarter Model Can Make Your System Less Safe

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