Autoformalization in the Era of Large Language Models: A Survey May 29, 2025 Automated Theorem Proving
Code Code Available 5DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal Decomposition Apr 30, 2025 Automated Theorem Proving Large Language Model
Code Code Available 5Lean Copilot: Large Language Models as Copilots for Theorem Proving in Lean Apr 18, 2024 Automated Theorem Proving Hallucination
Code Code Available 5InternLM2.5-StepProver: Advancing Automated Theorem Proving via Expert Iteration on Large-Scale LEAN Problems Oct 21, 2024 Automated Theorem Proving CPU
Code Code Available 4DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search Aug 15, 2024 Automated Theorem Proving Language Modeling
Code Code Available 4miniCTX: Neural Theorem Proving with (Long-)Contexts Aug 5, 2024 Automated Theorem Proving
Code Code Available 4LEAN-GitHub: Compiling GitHub LEAN repositories for a versatile LEAN prover Jul 24, 2024 Automated Theorem Proving Math
Code Code Available 4Lean Workbook: A large-scale Lean problem set formalized from natural language math problems Jun 6, 2024 Automated Theorem Proving Math
Code Code Available 4Kimina-Prover Preview: Towards Large Formal Reasoning Models with Reinforcement Learning Apr 15, 2025 Automated Theorem Proving Large Language Model
Code Code Available 3Goedel-Prover: A Frontier Model for Open-Source Automated Theorem Proving Feb 11, 2025 Automated Theorem Proving Large Language Model
Code Code Available 3PutnamBench: Evaluating Neural Theorem-Provers on the Putnam Mathematical Competition Jul 15, 2024 Automated Theorem Proving
Code Code Available 3A Survey on Deep Learning for Theorem Proving Apr 15, 2024 Automated Theorem Proving Deep Learning
Code Code Available 3Llemma: An Open Language Model For Mathematics Oct 16, 2023 Arithmetic Reasoning Automated Theorem Proving
Code Code Available 3LeanExplore: A search engine for Lean 4 declarations Jun 4, 2025 Automated Theorem Proving
Code Code Available 2STP: Self-play LLM Theorem Provers with Iterative Conjecturing and Proving Jan 31, 2025 Automated Theorem Proving
Code Code Available 2Pantograph: A Machine-to-Machine Interaction Interface for Advanced Theorem Proving, High Level Reasoning, and Data Extraction in Lean 4 Oct 21, 2024 Automated Theorem Proving
Code Code Available 2LeanAgent: Lifelong Learning for Formal Theorem Proving Oct 8, 2024 Abstract Algebra Automated Theorem Proving
Code Code Available 2Learning Formal Mathematics From Intrinsic Motivation Jun 30, 2024 Automated Theorem Proving Language Modeling
Code Code Available 2An Empirical Study of Data Ability Boundary in LLMs' Math Reasoning Feb 23, 2024 Arithmetic Reasoning Automated Theorem Proving
Code Code Available 2LeanDojo: Theorem Proving with Retrieval-Augmented Language Models Jun 27, 2023 Automated Theorem Proving GPU
Code Code Available 2Parsel: Algorithmic Reasoning with Language Models by Composing Decompositions Dec 20, 2022 Automated Theorem Proving Code Generation
Code Code Available 2Formal Mathematics Statement Curriculum Learning Feb 3, 2022 Automated Theorem Proving Language Modeling
Code Code Available 2CriticLean: Critic-Guided Reinforcement Learning for Mathematical Formalization Jul 8, 2025 Active Learning Automated Theorem Proving
Code Code Available 1Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verification Jun 5, 2025 Automated Theorem Proving Hallucination
Code Code Available 1DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement Learning May 29, 2025 Automated Theorem Proving Mathematical Reasoning
Code Code Available 1Ineq-Comp: Benchmarking Human-Intuitive Compositional Reasoning in Automated Theorem Proving on Inequalities May 19, 2025 Automated Theorem Proving Benchmarking
Code Code Available 1Leanabell-Prover: Posttraining Scaling in Formal Reasoning Apr 8, 2025 Automated Theorem Proving reinforcement-learning
Code Code Available 1MA-LoT: Multi-Agent Lean-based Long Chain-of-Thought Reasoning enhances Formal Theorem Proving Mar 5, 2025 Automated Theorem Proving Transfer Learning
Code Code Available 1ProofWala: Multilingual Proof Data Synthesis and Theorem-Proving Feb 7, 2025 Automated Theorem Proving
Code Code Available 1Efficient Neural Theorem Proving via Fine-grained Proof Structure Analysis Jan 30, 2025 Automated Theorem Proving Math
Code Code Available 1Beyond Autoregression: Fast LLMs via Self-Distillation Through Time Oct 28, 2024 Automated Theorem Proving Code Generation
Code Code Available 1SubgoalXL: Subgoal-based Expert Learning for Theorem Proving Aug 20, 2024 Automated Theorem Proving
Code Code Available 1TheoremLlama: Transforming General-Purpose LLMs into Lean4 Experts Jul 3, 2024 Automated Theorem Proving Code Generation
Code Code Available 1Proving Theorems Recursively May 23, 2024 Automated Theorem Proving
Code Code Available 1Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization Mar 26, 2024 Automated Theorem Proving GSM8K
Code Code Available 1LeanReasoner: Boosting Complex Logical Reasoning with Lean Mar 20, 2024 Automated Theorem Proving Logical Reasoning
Code Code Available 1MUSTARD: Mastering Uniform Synthesis of Theorem and Proof Data Feb 14, 2024 Automated Theorem Proving Language Modelling
Code Code Available 1An In-Context Learning Agent for Formal Theorem-Proving Oct 6, 2023 Automated Theorem Proving In-Context Learning
Code Code Available 1LEGO-Prover: Neural Theorem Proving with Growing Libraries Oct 1, 2023 Automated Theorem Proving
Code Code Available 1Lyra: Orchestrating Dual Correction in Automated Theorem Proving Sep 27, 2023 Automated Theorem Proving Hallucination
Code Code Available 1FIMO: A Challenge Formal Dataset for Automated Theorem Proving Sep 8, 2023 Automated Theorem Proving
Code Code Available 1Decomposing the Enigma: Subgoal-based Demonstration Learning for Formal Theorem Proving May 25, 2023 Automated Theorem Proving
Code Code Available 1An Ensemble Approach for Automated Theorem Proving Based on Efficient Name Invariant Graph Neural Representations May 15, 2023 Automated Theorem Proving Transfer Learning
Code Code Available 1ProofNet: Autoformalizing and Formally Proving Undergraduate-Level Mathematics Feb 24, 2023 Abstract Algebra Automated Theorem Proving
Code Code Available 1Peano: Learning Formal Mathematical Reasoning Nov 29, 2022 Automated Theorem Proving Mathematical Reasoning
Code Code Available 1Draft, Sketch, and Prove: Guiding Formal Theorem Provers with Informal Proofs Oct 21, 2022 Automated Theorem Proving Language Modeling
Code Code Available 1NaturalProver: Grounded Mathematical Proof Generation with Language Models May 25, 2022 Automated Theorem Proving Language Modeling
Code Code Available 1Linear algebra with transformers Dec 3, 2021 Automated Theorem Proving Few-Shot Learning
Code Code Available 1An energy-based model for neuro-symbolic reasoning on knowledge graphs Oct 4, 2021 Automated Theorem Proving Graph Embedding
Code Code Available 1Neural Unification for Logic Reasoning over Natural Language Sep 17, 2021 Automated Theorem Proving Question Answering
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