DeepMind's Lampinen: LMs may make 'intentional' discoveries of new math concepts

AndrewLampinen · x · 2026-10-03

Andrew Lampinen (Google DeepMind) argues that LMs sometimes exhibit more interesting forms of generalization enabling "intentional" discovery — a model might realize a cheat code likely exists and actively search for it. He suggests this could extend to blue-sky discovery, such as a model hypothesizing useful new mathematical abstractions the way mathematicians do. The challenge, he notes, is researching this: "there is no new thing under the sun," making genuine novelty hard to test.

Related event: DeepMind researcher suggests LLMs can actively discover new abstractions(2 posts)→

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