The Lean mathematical library
Not on the map. Why?
Cited by 23 in LLM reasoning, but placed by its own abstract, which didn’t fit.
Abstract (arXiv)
This paper describes mathlib, a community-driven effort to build a unified library of mathematics formalized in the Lean proof assistant. Among proof assistant libraries, it is distinguished by its dependently typed foundations, focus on classical mathematics, extensive hierarchy of structures, use of large- and small-scale automation, and distributed organization. We explain the architecture and design decisions of the library and the social organization that has led us here.
Key facts. Cited by 134 papers in the map (data through 14 Oct 2026). First posted on arXiv 21 Oct 2019.
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Citing papers per year: 2021: 3; 2022: 2; 2023: 13; 2024: 19; 2025: 28; 2026: 69.
134 papers.
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- 2023LeanDojo: Theorem Proving with Retrieval-Augmented Language Modelscited by 427
- 2021MiniF2F: a cross-system benchmark for formal Olympiad-level mathematicscited by 391
- 2023Llemma: An Open Language Model For Mathematicscited by 388
- 2023Mathematical Capabilities of ChatGPTcited by 268
- 2022HyperTree Proof Search for Neural Theorem Provingcited by 197
- 2024DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Searchcited by 197
- 2023ProofNet: Autoformalizing and Formally Proving Undergraduate-Level Mathematicscited by 192
- 2024PutnamBench: Evaluating Neural Theorem-Provers on the Putnam Mathematical Competitioncited by 165
- 2021Proof Artifact Co-training for Theorem Proving with Language Modelscited by 132
- 2022A Survey of Deep Learning for Mathematical Reasoningcited by 124
- 2024Lean Workbook: A large-scale Lean problem set formalized from natural language math problemscited by 122
- 2024InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoningcited by 119
38 more
- 2023LEGO-Prover: Neural Theorem Proving with Growing Librariescited by 109
- 2023Scaling Transformer to 1M tokens and beyond with RMTcited by 98
- 2023An In-Context Learning Agent for Formal Theorem-Provingcited by 82
- 2024Formal Mathematical Reasoning: A New Frontier in AIcited by 81
- 2025STP: Self-play LLM Theorem Provers with Iterative Conjecturing and Provingcited by 79
- 2024Lean-STaR: Learning to Interleave Thinking and Provingcited by 68
- 2024Lean Copilot: Large Language Models as Copilots for Theorem Proving in Leancited by 58
- 2023Scalable AI Safety via Doubly-Efficient Debatecited by 57
- 2023FIMO: A Challenge Formal Dataset for Automated Theorem Provingcited by 55
- 2021LIME: Learning Inductive Bias for Primitives of Mathematical Reasoningcited by 46
- 2024miniCTX: Neural Theorem Proving with (Long-)Contextscited by 37
- 2024InternLM2.5-StepProver: Advancing Automated Theorem Proving via Critic-Guided Searchcited by 34
- 2025VERINA: Benchmarking Verifiable Code Generationcited by 34
- 2023LLMSTEP: LLM proofstep suggestions in Leancited by 32
- 2024Reliable Evaluation and Benchmarks for Statement Autoformalizationcited by 32
- 2025CombiBench: Benchmarking LLM Capability for Combinatorial Mathematicscited by 31
- 2025Prover Agent: An Agent-Based Framework for Formal Mathematical Proofscited by 31
- 2025CLEVER: A Curated Benchmark for Formally Verified Code Generationcited by 29
- 2024LEAN-GitHub: Compiling GitHub LEAN repositories for a versatile LEAN provercited by 25
- 2023TRIGO: Benchmarking Formal Mathematical Proof Reduction for Generative Language Modelscited by 24
- 2024FVEL: Interactive Formal Verification Environment with Large Language Models via Theorem Provingcited by 22
- 2024Machine learning and information theory concepts towards an AI Mathematiciancited by 20
- 2024Towards Neural Synthesis for SMT-Assisted Proof-Oriented Programmingcited by 20
- 2024miniCodeProps: a Minimal Benchmark for Proving Code Propertiescited by 18
- 2025From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofscited by 18
- 2026A Minimal Agent for Automated Theorem Provingcited by 18
- 2025Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verificationcited by 17
- 2026M2F: Automated Formalization of Mathematical Literature at Scalecited by 15
- 2024Reliable Reasoning Beyond Natural Languagecited by 14
- 2026LEAP: Supercharging LLMs for Formal Mathematics with Agentic Frameworkscited by 12
- 2026Goedel-Code-Prover: Hierarchical Proof Search for Open State-of-the-Art Code Verificationcited by 11
- 2023Machine-Learned Premise Selection for Leancited by 10
- 2023A New Approach Towards Autoformalizationcited by 10
- 2024ImProver: Agent-Based Automated Proof Optimizationcited by 10
- 2025LeanProgress: Guiding Search for Neural Theorem Proving via Proof Progress Predictioncited by 10
- 2025ASSESS: A Semantic and Structural Evaluation Framework for Statement Similaritycited by 10
- 2026Formal Conjectures: An Open and Evolving Benchmark for Verified Discovery in Mathematicscited by 10
- 2025DRIFT: Decompose, Retrieve, Illustrate, then Formalize Theoremscited by 8
50 most cited of 134 All 134 (JSON)
- 2026Sparse Autoencoders Are a Shared Coordinate System for Symbolic Matching14 Oct 2026
- 2026A dataset of formalised theorem statements from the Annals of Mathematics13 Oct 2026
- 2026Masked Attention Pooling Is Invariant to Padding and Permutation: A Formal Proof in Lean12 Oct 2026
- 2026SqueezeBench: Saturation-Resilient Evaluation of Mathematical Capability9 Oct 2026
- 2026AIProver: Agentic Auto-Formalization of Mathematical Research via Certificate-Driven Evolving Harness4 Oct 2026
- 2026ProsaBuddy: Assisting Mechanized Real-Time Schedulability Analysis with LLM-based Agents1 Oct 2026
- 2026Function-Structured Reinforcement Learning with Executable Verifiers for Mathematical Reasoning1 Oct 2026
- 2026GenLimitLib: A Formal Library for Language Generation in the Limit and AI-Assisted Mathematical Research29 Sep 2026
- 2026Towards Certificate-Driven Software Porting: A Self-Improving Agentic Harness for Scientific Program Optimization28 Sep 2026
- 2026Choir: An Open Protocol for Distributed Multi-Agent Autoformalization25 Sep 2026
- 2026Sage: Formalization with Semantic Correction16 Sep 2026
- 2026Math for AI safety: an invitation for mathematicians14 Sep 2026
38 more
- 2026Gap Entropy and Almost Instance-Wise Optimal Best-Arm Identification12 Sep 2026
- 2026Benign Loss Landscapes Can Coexist with Worst-Case Hardness11 Sep 2026
- 2026StochBench: A Domain-Specific Benchmark for Stochastic Processes in Lean8 Sep 2026
- 2026A machine-checked proof of the Dong-Yang classification of optimal (n,4) binary codes for BSCs5 Sep 2026
- 2026AxQM: A Textbook-Scale Benchmark for Formal Proof Synthesis in a Library of Finite-Dimensional Quantum Mechanics4 Sep 2026
- 2026The zbMATH Open Knowledge Graph: Tracing Centuries of Mathematical Research1 Sep 2026
- 2026A Certificate-Producing Cascade for Equational Implication: The SAIR EQT2 Stage 2 Solver1 Sep 2026
- 2026How Temporal Correlations Shape Memory in Linear Recurrent Neural Networks31 Aug 2026
- 2026SHADOWBENCH: Toward Reliable Automatic Evaluation of Semantic Alignment in Autoformalization29 Aug 2026
- 2026Prove2Me: An Open Collaborative Platform for Scaling Math Formalization28 Aug 2026
- 2026FaithSieve: Fine-Grained Evaluation of Math Proofs with Faithful Formal Evidence26 Aug 2026
- 2026TANGO: Treating Tokens as Operators22 Aug 2026
- 2026AI with Authority, from Application to Silicon21 Aug 2026
- 2026REFLEX: Reflexive Equilibrium Fixed-point Learning for Endogenous eXchanges17 Aug 2026
- 2026Does the Proof Prove It That Way? Faithful Formalization of Elements Proofs15 Aug 2026
- 2026Vero: Can AI Agents Build Formally Verified Software Repositories?13 Aug 2026
- 2026PROVE-RT: Generating Mechanized Theorem Prover Scripts for Real-Time Systems using LLMs13 Aug 2026
- 2026A Quantum Roadmap for Softmax Attention: Exact Born-Rule Analogs for Softmax Attention on the Probability Simplex11 Aug 2026
- 2026WitCert: Sound Runtime Risk Observability and Gating for KV-Cache Quantization30 Jul 2026
- 2026LeanCSP: A Framework for Certifying Constraint Reformulation and Solving in Lean30 Jul 2026
- 2026CausalSmith: A Formally Grounded, Self-Improving Agentic Framework for Automated Research in Causal Inference24 Jul 2026
- 2026Lean-QIT: Towards a Formal Infrastructure for Quantum Information Theory10 Jul 2026
- 2026ITPEval: Benchmarking Formal Translation Across Interactive Theorem Provers7 Jul 2026
- 2026FormalRx: Rectify and eXamine Semantic Failures in Autoformalization6 Jul 2026
- 2026Reformalization of the Jordan Curve Theorem2 Jul 2026
- 2026Beyond the Library: An Agentic Framework for Autoformalizing Research Mathematics30 Jun 2026
- 2026Geometric Measurements of the Axiom of Choice in Neural Proof Embeddings26 Jun 2026
- 2026Theory-Scale Auto-Formalization of Logics for Computer Science25 Jun 2026
- 2026Does My Embedding Reflect That A = B? Evaluating Mathematical Equivalence in Embedding Models22 Jun 2026
- 2026Euclid-Omni : A Unified Neuro-Symbolic Framework for Plane Geometry17 Jun 2026
- 2026Flood and Harvest: The Provable Necessity of Trivia for Generating Valuable Mathematics via the Lens of Language Generation in the Limit12 Jun 2026
- 2026Formalizing Numerical Analysis: An Agent Pipeline and Quality Audit Beyond Kernel Acceptance12 Jun 2026
- 2026MA-ProofBench: A Two-Tiered Evaluation of LLMs for Theorem Proving in Mathematical Analysis11 Jun 2026
- 2026Evaluating Research-Level Math Proofs via Strict Step-Level Verification9 Jun 2026
- 2026Hypothesis-Disciplined Multi-Agent Automated Formalization of Asymptotic Statistical Theory3 Jun 2026
- 2026LEAP: Supercharging LLMs for Formal Mathematics with Agentic Frameworks2 Jun 2026
- 2026Benchmarking Recursive-Collapse Warning Claims Under Matched False-Positive Control29 May 2026
- 2026COMPOSE: Composing Future Theorems from Citations and Formal Structure28 May 2026
50 newest of 134 All 134 (JSON)
- 2023Llemma: An Open Language Model For Mathematicscited by 388
- 2022A Survey of Deep Learning for Mathematical Reasoningcited by 124
- 2024InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoningcited by 119
- 2024Formal Mathematical Reasoning: A New Frontier in AIcited by 81
- 2025STP: Self-play LLM Theorem Provers with Iterative Conjecturing and Provingcited by 79
- 2024Lean-STaR: Learning to Interleave Thinking and Provingcited by 68
- 2025CombiBench: Benchmarking LLM Capability for Combinatorial Mathematicscited by 31
- 2024LEAN-GitHub: Compiling GitHub LEAN repositories for a versatile LEAN provercited by 25
- 2023TRIGO: Benchmarking Formal Mathematical Proof Reduction for Generative Language Modelscited by 24
- 2024Machine learning and information theory concepts towards an AI Mathematiciancited by 20
- 2025From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofscited by 18
- 2025Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verificationcited by 17
12 most cited of 23 All 23 (JSON)
- 2026Function-Structured Reinforcement Learning with Executable Verifiers for Mathematical Reasoning1 Oct 2026
- 2026FormalRx: Rectify and eXamine Semantic Failures in Autoformalization6 Jul 2026
- 2026Beyond the Library: An Agentic Framework for Autoformalizing Research Mathematics30 Jun 2026
- 2026LEAP: Supercharging LLMs for Formal Mathematics with Agentic Frameworks2 Jun 2026
- 2026Learning to Disprove: Formal Counterexample Generation with Large Language Models19 Mar 2026
- 2026Pipeline for Verifying LLM-Generated Mathematical Solutions24 Feb 2026
- 2026MathlibLemma: Folklore Lemma Generation and Benchmark for Formal Mathematics30 Jan 2026
- 2025MINIF2F-DAFNY: LLM-Guided Mathematical Theorem Proving via Auto-Active Verification11 Dec 2025
- 2025Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verification5 Jun 2025
- 2025Formally Solving Answer-Construction Problems in Lean24 May 2025
- 2025CombiBench: Benchmarking LLM Capability for Combinatorial Mathematics6 May 2025
- 2025LeanProgress: Guiding Search for Neural Theorem Proving via Proof Progress Prediction25 Feb 2025
12 newest of 23 All 23 (JSON)
- 2023An In-Context Learning Agent for Formal Theorem-Provingcited by 82
- 2025Prover Agent: An Agent-Based Framework for Formal Mathematical Proofscited by 31
- 2026A Minimal Agent for Automated Theorem Provingcited by 18
- 2024ImProver: Agent-Based Automated Proof Optimizationcited by 10
- 2026Formalizing Numerical Analysis: An Agent Pipeline and Quality Audit Beyond Kernel Acceptancecited by 5
- 2026MechMath: Sorrifier-Driven Formal Decomposition Workflow for Automated Theorem Provingcited by 1
- 2026CausalSmith: A Formally Grounded, Self-Improving Agentic Framework for Automated Research in Causal Inferencecited by 1
- 2026Choir: An Open Protocol for Distributed Multi-Agent Autoformalizationcited by 0
- 2026Towards Certificate-Driven Software Porting: A Self-Improving Agentic Harness for Scientific Program Optimizationcited by 0
- 2026ProsaBuddy: Assisting Mechanized Real-Time Schedulability Analysis with LLM-based Agentscited by 0
- 2026AIProver: Agentic Auto-Formalization of Mathematical Research via Certificate-Driven Evolving Harnesscited by 0
- 2026AIProver: Agentic Auto-Formalization of Mathematical Research via Certificate-Driven Evolving Harness4 Oct 2026
- 2026ProsaBuddy: Assisting Mechanized Real-Time Schedulability Analysis with LLM-based Agents1 Oct 2026
- 2026Towards Certificate-Driven Software Porting: A Self-Improving Agentic Harness for Scientific Program Optimization28 Sep 2026
- 2026Choir: An Open Protocol for Distributed Multi-Agent Autoformalization25 Sep 2026
- 2026CausalSmith: A Formally Grounded, Self-Improving Agentic Framework for Automated Research in Causal Inference24 Jul 2026
- 2026Formalizing Numerical Analysis: An Agent Pipeline and Quality Audit Beyond Kernel Acceptance12 Jun 2026
- 2026MechMath: Sorrifier-Driven Formal Decomposition Workflow for Automated Theorem Proving25 Mar 2026
- 2026A Minimal Agent for Automated Theorem Proving27 Feb 2026
- 2025Prover Agent: An Agent-Based Framework for Formal Mathematical Proofs24 Jun 2025
- 2024ImProver: Agent-Based Automated Proof Optimization7 Oct 2024
- 2023An In-Context Learning Agent for Formal Theorem-Proving6 Oct 2023
- 2021MiniF2F: a cross-system benchmark for formal Olympiad-level mathematicscited by 391
- 2023Mathematical Capabilities of ChatGPTcited by 268
- 2022HyperTree Proof Search for Neural Theorem Provingcited by 197
- 2023ProofNet: Autoformalizing and Formally Proving Undergraduate-Level Mathematicscited by 192
- 2024PutnamBench: Evaluating Neural Theorem-Provers on the Putnam Mathematical Competitioncited by 165
- 2024Lean Workbook: A large-scale Lean problem set formalized from natural language math problemscited by 122
- 2023LEGO-Prover: Neural Theorem Proving with Growing Librariescited by 109
- 2023Scaling Transformer to 1M tokens and beyond with RMTcited by 98
- 2024Lean Copilot: Large Language Models as Copilots for Theorem Proving in Leancited by 58
- 2023Scalable AI Safety via Doubly-Efficient Debatecited by 57
- 2023FIMO: A Challenge Formal Dataset for Automated Theorem Provingcited by 55
- 2021LIME: Learning Inductive Bias for Primitives of Mathematical Reasoningcited by 46
12 most cited of 92 All 92 (JSON)
- 2026A dataset of formalised theorem statements from the Annals of Mathematics13 Oct 2026
- 2026Masked Attention Pooling Is Invariant to Padding and Permutation: A Formal Proof in Lean12 Oct 2026
- 2026SqueezeBench: Saturation-Resilient Evaluation of Mathematical Capability9 Oct 2026
- 2026GenLimitLib: A Formal Library for Language Generation in the Limit and AI-Assisted Mathematical Research29 Sep 2026
- 2026Sage: Formalization with Semantic Correction16 Sep 2026
- 2026Math for AI safety: an invitation for mathematicians14 Sep 2026
- 2026Gap Entropy and Almost Instance-Wise Optimal Best-Arm Identification12 Sep 2026
- 2026Benign Loss Landscapes Can Coexist with Worst-Case Hardness11 Sep 2026
- 2026StochBench: A Domain-Specific Benchmark for Stochastic Processes in Lean8 Sep 2026
- 2026A machine-checked proof of the Dong-Yang classification of optimal (n,4) binary codes for BSCs5 Sep 2026
- 2026AxQM: A Textbook-Scale Benchmark for Formal Proof Synthesis in a Library of Finite-Dimensional Quantum Mechanics4 Sep 2026
- 2026The zbMATH Open Knowledge Graph: Tracing Centuries of Mathematical Research1 Sep 2026
12 newest of 92 All 92 (JSON)