{"artifact":{"id":"art-minerva-20220629","canonical_url":"https://arxiv.org/abs/2206.14858","artifact_type":"paper_preprint","title":"Minerva quantitative reasoning model","summary":"Google introduced Minerva, a PaLM-based model further trained on technical content and using chain-of-thought-style prompting and majority voting to achieve strong results on mathematics and science benchmarks without external calculation tools.","creator_entities":["Google Research"],"released_at":"2022-06-29T18:54:49.000Z","content_hash":null,"metadata":{"historical_scope":"2022-Q2"},"created_at":"2026-10-01T19:22:17.744Z","updated_at":"2026-10-01T19:22:17.744Z"},"sources":[{"id":"src-arxiv-minerva-20220629","name":"Solving Quantitative Reasoning Problems with Language Models","publisher":"arXiv","url":"https://arxiv.org/abs/2206.14858","source_type":"paper_preprint","primary_or_secondary":"primary","retrieved_at":"2026-10-01T18:14:00.000Z","published_at":"2022-06-29T18:54:49.000Z","author":"Aitor Lewkowycz et al.","metadata":{"language":"en","jurisdiction":"global","time_precision":"second"},"created_at":"2026-10-01T19:22:17.738Z","updated_at":"2026-10-01T19:22:17.738Z"},{"id":"src-google-minerva-20220630","name":"Minerva: Solving Quantitative Reasoning Problems with Language Models","publisher":"Google Research","url":"https://research.google/blog/minerva-solving-quantitative-reasoning-problems-with-language-models/","source_type":"research_announcement","primary_or_secondary":"primary","retrieved_at":"2026-10-01T18:14:00.000Z","published_at":"2022-06-30T00:00:00.000Z","author":"Ethan Dyer; Guy Gur-Ari","metadata":{"language":"en","jurisdiction":"global","time_precision":"day"},"created_at":"2026-10-01T19:22:17.739Z","updated_at":"2026-10-01T19:22:17.739Z"}]}