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Pavel Tikhonov

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#natural language process... Preprint Sep 2026

LANTERN: Illuminating Hidden Mathematical Knowledge in Language Models

Language models can now prove theorems, but people still decide which problems to pursue. We ask whether a model's internal representations can help identify promising mathematical connections. We develop LANTERN, a fast, cost-efficient pipeline that uses a classifier over pretrained-model activations to rank candidate...

Pavel Tikhonov, Elena Tutubalina, I. Oseledets et al. · 0 citations

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