{"work":{"id":"73e4b095-67c3-4dfa-bd2f-ac77de3e125f","openalex_id":null,"doi":null,"arxiv_id":"2009.03393","raw_key":null,"title":"Generative Language Modeling for Automated Theorem Proving","authors":null,"authors_text":"Stanislas Polu, Ilya Sutskever","year":2020,"venue":"cs.LG","abstract":"We explore the application of transformer-based language models to automated theorem proving. This work is motivated by the possibility that a major limitation of automated theorem provers compared to humans -- the generation of original mathematical terms -- might be addressable via generation from language models. We present an automated prover and proof assistant, GPT-f, for the Metamath formalization language, and analyze its performance. GPT-f found new short proofs that were accepted into the main Metamath library, which is to our knowledge, the first time a deep-learning based system has contributed proofs that were adopted by a formal mathematics community.","external_url":"https://arxiv.org/abs/2009.03393","cited_by_count":null,"metadata_source":"pith","metadata_fetched_at":"2026-05-25T06:15:23.786195+00:00","pith_arxiv_id":"2009.03393","created_at":"2026-05-11T17:11:36.700427+00:00","updated_at":"2026-05-25T06:15:23.786195+00:00","title_quality_ok":true,"display_title":"Generative Language Modeling for Automated Theorem Proving","render_title":"Generative Language Modeling for Automated Theorem Proving"},"hub":{"state":{"work_id":"73e4b095-67c3-4dfa-bd2f-ac77de3e125f","tier":"hub","tier_reason":"10+ Pith inbound or 1,000+ external citations","pith_inbound_count":28,"external_cited_by_count":null,"distinct_field_count":10,"first_pith_cited_at":"2021-05-20T17:58:42+00:00","last_pith_cited_at":"2026-05-22T13:55:11+00:00","author_build_status":"not_needed","summary_status":"needed","contexts_status":"needed","graph_status":"needed","ask_index_status":"not_needed","reader_status":"not_needed","recognition_status":"not_needed","updated_at":"2026-05-30T13:31:09.537982+00:00","tier_text":"hub"},"tier":"hub","role_counts":[{"context_role":"background","n":4},{"context_role":"method","n":1}],"polarity_counts":[{"context_polarity":"background","n":4},{"context_polarity":"use_method","n":1}],"runs":{},"summary":{},"graph":{},"authors":[]}}