"DeepMind's AI Masters Olympiad Geometry Challenges"
Researchers have developed AlphaGeometry, a neuro-symbolic theorem prover that uses synthetic data to solve olympiad-level geometry problems. By generating 100 million synthetic theorems and their proofs, AlphaGeometry outperforms previous state-of-the-art geometry-theorem-proving computer programs and approaches the performance of an average International Mathematical Olympiad (IMO) gold medallist. The method combines language modeling and specialized symbolic engines to produce human-readable proofs, achieving a success rate of 25 out of 30 problems on a test set of classical geometry problems. The synthetic data generation process rediscovers known theorems and lemmas, demonstrating the potential of this approach in theorem proving.
