Paper Citation Record · LEDGER

Autoformalization in the Era of Large Language Models: A Survey

As of 10 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 13 inbound Pith citation observations for arXiv:2505.23486.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.23486 v2

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:49:17.167044Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:28:12.159238Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

59 of 59 outbound references displayed

verified exact3
verified fuzzy45
unresolved11
parse uncertain0
malformed identifier0
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External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation f0cb00ab-8d59-4fa2-9351-2d8a8a50afb0 · outbound

This paper cites AlphaVerus: Bootstrapping Formally Verified Code Generation through Self-Improving Translation and Treefinement.

Autoformalization in the Era of Large Language Models: A Survey AlphaVerus: Bootstrapping Formally Verified Code Generation through Self-Improving Translation and Treefinement

Reference 1

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Source-reported events for the cited work

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Observation 31a984de-09e9-46d6-84e2-90e1f4f2ab7b · outbound

This paper cites Claude 3 haiku: Our fastest model yet.

Autoformalization in the Era of Large Language Models: A Survey Claude 3 haiku: Our fastest model yet

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:26.822249Z

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Observation 1805a201-3e8f-44ed-bcb4-a2974481526c · outbound

This paper cites Ayers, Dragomir Radev, and Jeremy Avigad.

Autoformalization in the Era of Large Language Models: A Survey Ayers, Dragomir Radev, and Jeremy Avigad

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:26.548447Z

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Observation 1d8eb1d2-4e5f-4675-9054-c7674bad988f · outbound

This paper cites On learning verifiers for chain-of-thought reasoning,.

Autoformalization in the Era of Large Language Models: A Survey On learning verifiers for chain-of-thought reasoning,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:26.077965Z

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Observation 2df75f71-39de-4c97-ab87-33baf231b3eb · outbound

This paper cites Lean-ing on quality: How high- quality data beats diverse multilingual data in autoformal- ization,.

Autoformalization in the Era of Large Language Models: A Survey Lean-ing on quality: How high- quality data beats diverse multilingual data in autoformal- ization,

Reference 9

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Observation 690d2ec2-652d-4892-9f9d-9bb79bf2bb02 · outbound

This paper cites Towards Autoformalization of Mathematics and Code Correctness: Experiments with Elementary Proofs.

Autoformalization in the Era of Large Language Models: A Survey Towards Autoformalization of Mathematics and Code Correctness: Experiments with Elementary Proofs

Reference 10

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Source-reported events for the cited work

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Observation 7644f05d-1770-44c2-8678-5c95439725e0 · outbound

This paper cites The lean theorem prover (system description).

Autoformalization in the Era of Large Language Models: A Survey The lean theorem prover (system description)

Reference 11

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Observation a128045d-5c24-442f-a318-a83f2466fefa · outbound

This paper cites How numina- math won the 1st aimo progress prize.

Autoformalization in the Era of Large Language Models: A Survey How numina- math won the 1st aimo progress prize

Reference 13

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Observation 01712bda-2069-4743-a1c6-7ad35818be47 · outbound

This paper cites Her- ald: A natural language annotated lean 4 dataset,.

Autoformalization in the Era of Large Language Models: A Survey Her- ald: A natural language annotated lean 4 dataset,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:24.954911Z

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Observation 01d4d13a-745b-4aec-88d4-a160b1f3a375 · outbound

This paper cites Formal proof—the four- color theorem.

Autoformalization in the Era of Large Language Models: A Survey Formal proof—the four- color theorem

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:24.796405Z

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Observation 0ea0613f-d1f2-4665-9630-8cea1aad6d22 · outbound

This paper cites From Knowledge Generation to Knowledge Verification: Examining the BioMedical Generative Capabilities of ChatGPT.

Autoformalization in the Era of Large Language Models: A Survey From Knowledge Generation to Knowledge Verification: Examining the BioMedical Generative Capabilities of ChatGPT

Reference 17

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Observation c49b1c04-dd22-4328-a501-5bddb744dbac · outbound

This paper cites Towards Verifiable Text Generation with Symbolic References.

Autoformalization in the Era of Large Language Models: A Survey Towards Verifiable Text Generation with Symbolic References

Reference 18

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Source-reported events for the cited work

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Observation 9d404588-962f-4bfe-bfd8-e00b74820929 · outbound

This paper cites The coq proof assistant a tutorial.

Autoformalization in the Era of Large Language Models: A Survey The coq proof assistant a tutorial

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:24.435493Z

Source-reported events for the cited work

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Observation aa0d73ad-fdf7-421a-8ffe-c047fc1731b3 · outbound

This paper cites Draft, sketch, and prove: Guiding formal theorem provers with informal proofs.

Autoformalization in the Era of Large Language Models: A Survey Draft, sketch, and prove: Guiding formal theorem provers with informal proofs

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:24.254941Z

Source-reported events for the cited work

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Observation 306e74d3-4e05-47e3-97c0-4bc9f7f968cc · outbound

This paper cites Jiang, Wenda Li, and Mateja Jamnik.

Autoformalization in the Era of Large Language Models: A Survey Jiang, Wenda Li, and Mateja Jamnik

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:24.122866Z

Source-reported events for the cited work

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Observation f68b16e1-d3a8-4d32-aac2-bace0fe3595b · outbound

This paper cites Finding Inductive Loop Invariants using Large Language Models.

Autoformalization in the Era of Large Language Models: A Survey Finding Inductive Loop Invariants using Large Language Models

Reference 22

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Source-reported events for the cited work

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Observation 74d25379-08e3-4fa7-a149-d3931f5a149d · outbound

This paper cites The cost of poor software quality in the us: A 2022 report.

Autoformalization in the Era of Large Language Models: A Survey The cost of poor software quality in the us: A 2022 report

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:24.008948Z

Source-reported events for the cited work

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Observation f256faf9-fe01-498d-9c69-f548f4129518 · outbound

This paper cites A Survey on Deep Learning for Theorem Proving.

Autoformalization in the Era of Large Language Models: A Survey A Survey on Deep Learning for Theorem Proving

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:49:12.034282Z

Source-reported events for the cited work

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Observation f6f9abc5-775a-4a10-8a2c-713153fddc67 · outbound

This paper cites Hunyuan- prover: A scalable data synthesis framework and guided tree search for automated theorem proving,.

Autoformalization in the Era of Large Language Models: A Survey Hunyuan- prover: A scalable data synthesis framework and guided tree search for automated theorem proving,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:23.880968Z

Source-reported events for the cited work

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Observation 4d893dec-43f0-4016-8dd9-165ef825b685 · outbound

This paper cites Augmenting smart contract decompiler output through fine-grained dependency analysis and llm-facilitated se- mantic recovery.

Autoformalization in the Era of Large Language Models: A Survey Augmenting smart contract decompiler output through fine-grained dependency analysis and llm-facilitated se- mantic recovery

Reference 26

Resolution: verified exact; raw_fallback, observed 2026-08-07T12:49:17.998932Z

Source-reported events for the cited work

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Observation 2c12139b-2cdd-496b-85b8-cdf0d886c548 · outbound

This paper cites Goedel- prover: A frontier model for open-source automated theo- rem proving,.

Autoformalization in the Era of Large Language Models: A Survey Goedel- prover: A frontier model for open-source automated theo- rem proving,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:23.737758Z

Source-reported events for the cited work

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Observation 42da2714-eb69-45f6-bf25-a09dd4a7d4fa · outbound

This paper cites Abstraction in mathematics.

Autoformalization in the Era of Large Language Models: A Survey Abstraction in mathematics

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:23.613541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 462d34f8-b3b4-4127-9b76-5022eab2f015 · outbound

This paper cites Theorem Proving in Higher Order Logics: 21st International Conference, TPHOLs 2008, Montreal, Canada, August 18-21, 2008, Proceed- ings, volume.

Autoformalization in the Era of Large Language Models: A Survey Theorem Proving in Higher Order Logics: 21st International Conference, TPHOLs 2008, Montreal, Canada, August 18-21, 2008, Proceed- ings, volume

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:23.484428Z

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Observation 90540e1c-8091-45ff-b373-125bdc4bb249 · outbound

This paper cites The lean 4 theorem prover and programming language.

Autoformalization in the Era of Large Language Models: A Survey The lean 4 theorem prover and programming language

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:23.359500Z

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Observation 5f749b95-39b5-455b-8c02-d7bcd9d5fbc7 · outbound

This paper cites Gpt-4 technical report,.

Autoformalization in the Era of Large Language Models: A Survey Gpt-4 technical report,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:23.036762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cef1862a-38fe-4011-b189-ef110a018808 · outbound

This paper cites A new approach towards autoformalization,.

Autoformalization in the Era of Large Language Models: A Survey A new approach towards autoformalization,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:22.794909Z

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Observation c1c03783-7fa6-45f0-a1dd-6115eb807669 · outbound

This paper cites Gflean: An autoformalisa- tion framework for lean via gf,.

Autoformalization in the Era of Large Language Models: A Survey Gflean: An autoformalisa- tion framework for lean via gf,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:22.559196Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c6253144-882d-4743-b805-3deb684be536 · outbound

This paper cites Isabelle: A generic theorem prover.

Autoformalization in the Era of Large Language Models: A Survey Isabelle: A generic theorem prover

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:22.311329Z

Source-reported events for the cited work

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Observation 88baf827-1bb8-4891-9176-58f48368a366 · outbound

This paper cites Instantiation-based formalization of logical reasoning tasks using language models and logical solvers,.

Autoformalization in the Era of Large Language Models: A Survey Instantiation-based formalization of logical reasoning tasks using language models and logical solvers,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:21.805616Z

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Observation 93cc6308-a5d9-40c4-8e42-8a1afeb00c40 · outbound

This paper cites an unresolved cited work.

Autoformalization in the Era of Large Language Models: A Survey Unresolved cited work

Reference 39

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Observation 0b72c103-1cb8-4c06-ba0f-86aed895bccc · outbound

This paper cites Divide and Translate: Compositional First-Order Logic Translation and Verification for Complex Logical Reasoning.

Autoformalization in the Era of Large Language Models: A Survey Divide and Translate: Compositional First-Order Logic Translation and Verification for Complex Logical Reasoning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T12:49:14.547801Z

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Observation 67236409-4696-4be0-b678-3b48e83e612c · outbound

This paper cites Can AI-Generated Text be Reliably Detected?.

Autoformalization in the Era of Large Language Models: A Survey Can AI-Generated Text be Reliably Detected?

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T12:49:14.669187Z

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Observation be3fdcca-a9ee-4995-9f19-7dd3e6e1b6e7 · outbound

This paper cites SoTaNa: The Open-Source Software Development Assistant.

Autoformalization in the Era of Large Language Models: A Survey SoTaNa: The Open-Source Software Development Assistant

Reference 42

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Observation cede3ee1-8241-4d4e-bddc-f3656f51889e · outbound

This paper cites Mind the gap: Examining the self-improvement capabilities of large language models,.

Autoformalization in the Era of Large Language Models: A Survey Mind the gap: Examining the self-improvement capabilities of large language models,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:21.258870Z

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Observation 54e4a54a-e297-47d3-af7a-b40572b1ec2c · outbound

This paper cites Pde-controller: Llms for autoformalization and reasoning of pdes,.

Autoformalization in the Era of Large Language Models: A Survey Pde-controller: Llms for autoformalization and reasoning of pdes,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:21.072482Z

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Observation d7825f1b-f774-4088-8dec-8abdcc3f1a7c · outbound

This paper cites The coq proof assistant.

Autoformalization in the Era of Large Language Models: A Survey The coq proof assistant

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:20.947463Z

Source-reported events for the cited work

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Observation df617e21-3982-4d97-91d9-49155e67a4c5 · outbound

This paper cites Dai, Anja Hauth, and Katie Millican.

Autoformalization in the Era of Large Language Models: A Survey Dai, Anja Hauth, and Katie Millican

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:20.739924Z

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Observation 8854e370-b790-46c8-9e1c-6dabfa737ccf · outbound

This paper cites Llama: Open and efficient foundation language models,.

Autoformalization in the Era of Large Language Models: A Survey Llama: Open and efficient foundation language models,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:20.634156Z

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Observation 443dc6bf-4556-4a1a-8809-b17eb4878253 · outbound

This paper cites Kimina-prover preview: Towards large formal reasoning models with re- inforcement learning,.

Autoformalization in the Era of Large Language Models: A Survey Kimina-prover preview: Towards large formal reasoning models with re- inforcement learning,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:20.517398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e1ffa128-241f-4107-b739-1a95cd724d7f · outbound

This paper cites Jiang, Wenda Li, Markus N.

Autoformalization in the Era of Large Language Models: A Survey Jiang, Wenda Li, Markus N

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:20.338636Z

Source-reported events for the cited work

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Observation 3a0ecec7-0e01-4316-bdf3-318fe8766716 · outbound

This paper cites A combi- natorial identities benchmark for theorem proving via au- tomated theorem generation,.

Autoformalization in the Era of Large Language Models: A Survey A combi- natorial identities benchmark for theorem proving via au- tomated theorem generation,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:20.085662Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a0104091-cc97-452f-9ff9-cc4e36335811 · outbound

This paper cites Mathesis: Towards formal theorem proving from natural languages,.

Autoformalization in the Era of Large Language Models: A Survey Mathesis: Towards formal theorem proving from natural languages,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:19.828424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 207f31a9-76f8-46e3-817d-c3923f31b7ce · outbound

This paper cites Formal Mathematical Reasoning: A New Frontier in AI.

Autoformalization in the Era of Large Language Models: A Survey Formal Mathematical Reasoning: A New Frontier in AI

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T12:49:16.257737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0813c4bc-232c-4f0e-aba1-ec16ab75db00 · outbound

This paper cites Formalmath: Benchmarking formal mathematical reasoning of large language models,.

Autoformalization in the Era of Large Language Models: A Survey Formalmath: Benchmarking formal mathematical reasoning of large language models,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:19.625990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f058e78e-091f-49f2-8c79-a0218b4cb1af · outbound

This paper cites Leanabell-prover: Posttrain- ing scaling in formal reasoning,.

Autoformalization in the Era of Large Language Models: A Survey Leanabell-prover: Posttrain- ing scaling in formal reasoning,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:19.389591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b92d4031-01f8-4d93-9f64-bed0a7437601 · outbound

This paper cites Minif2f: a cross-system benchmark for formal olympiad-level mathematics,.

Autoformalization in the Era of Large Language Models: A Survey Minif2f: a cross-system benchmark for formal olympiad-level mathematics,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:19.136790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 14037094-1bc1-4b66-a8fd-8fadb9ab883b · outbound

This paper cites Lyra: Orchestrating dual correction in automated theorem proving,.

Autoformalization in the Era of Large Language Models: A Survey Lyra: Orchestrating dual correction in automated theorem proving,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:18.855845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 669b005e-739e-433f-94e8-8533a4722de0 · outbound

This paper cites Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey.

Autoformalization in the Era of Large Language Models: A Survey Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T12:49:16.980663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56d4a9a0-2d45-4402-859c-24c30a0c0a6c · outbound

This paper cites Step-wise formal verification for llm-based mathematical problem solving, 2025.

Autoformalization in the Era of Large Language Models: A Survey Step-wise formal verification for llm-based mathematical problem solving, 2025

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:18.619893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ec6975d1-4f3a-4f82-9242-98ba7b7b7da1 · outbound

This paper cites Improving autoformaliza- tion using type checking,.

Autoformalization in the Era of Large Language Models: A Survey Improving autoformaliza- tion using type checking,

Reference 1889

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:22.075466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b46b7e37-eb99-48a7-bf96-e703cc5f9dbf · outbound

This paper cites Machine-assisted proof.

Autoformalization in the Era of Large Language Models: A Survey Machine-assisted proof

Reference 1991

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:20.856390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8f323fdf-9661-437e-ab4a-ce12d2f00c7e · outbound

This paper cites SpecGen: Automated Generation of Formal Program Specifications via Large Language Models.

Autoformalization in the Era of Large Language Models: A Survey SpecGen: Automated Generation of Formal Program Specifications via Large Language Models

Reference 2003

Resolution: unresolved; no resolver link, observed 2026-08-07T12:49:12.867325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2c1e977-4f36-45b3-b285-61f61293843e · outbound

This paper cites A formal proof of the kepler conjecture,.

Autoformalization in the Era of Large Language Models: A Survey A formal proof of the kepler conjecture,

Reference 2008

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:24.598237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5f2a66ba-650b-447d-b0f9-7327b9e09393 · outbound

This paper cites [Di et al., 2024] Peng Di, Jianguo Li, Hang Yu, Wei Jiang, Wenting Cai, Yang Cao, Chaoyu Chen, Dajun Chen, Hongwei Chen, Liang Chen, et al.

Autoformalization in the Era of Large Language Models: A Survey [Di et al., 2024] Peng Di, Jianguo Li, Hang Yu, Wei Jiang, Wenting Cai, Yang Cao, Chaoyu Chen, Dajun Chen, Hongwei Chen, Liang Chen, et al

Reference 2015

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:25.292621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation eedd5cc8-056f-41ab-b8bc-c98a197461cf · outbound

This paper cites Auto- formalizing euclidean geometry,.

Autoformalization in the Era of Large Language Models: A Survey Auto- formalizing euclidean geometry,

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:23.237119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4b270189-69b2-4d8c-82bf-3728e735f47e · outbound

This paper cites Ai achieves silver-medal stan- dard solving international 178 mathematical olympiad problems.

Autoformalization in the Era of Large Language Models: A Survey Ai achieves silver-medal stan- dard solving international 178 mathematical olympiad problems

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:27.060007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 27540fdd-e094-4550-9093-8128845f674f · outbound

This paper cites Jiang, Jia Deng, Stella Biderman, and Sean Welleck.

Autoformalization in the Era of Large Language Models: A Survey Jiang, Jia Deng, Stella Biderman, and Sean Welleck

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:26.290138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 899a3572-28cd-4bfa-913d-3deb8095e8f9 · outbound

This paper cites Towards a mathematics formalisation assistant using large language models,.

Autoformalization in the Era of Large Language Models: A Survey Towards a mathematics formalisation assistant using large language models,

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:27.387136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a6b5fe1f-f383-47ef-a1cc-410de32c5df1 · outbound

This paper cites Learning guided automated reasoning: a brief survey.

Autoformalization in the Era of Large Language Models: A Survey Learning guided automated reasoning: a brief survey

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:49:25.883316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation a49daa29-8088-4a3f-8ed7-e13619835b95 · inbound

Integrating Rules and Semantics for LLM-Based C-to-Rust Translation cites this paper.

Integrating Rules and Semantics for LLM-Based C-to-Rust Translation Autoformalization in the Era of Large Language Models: A Survey

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T22:28:12.159238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf48dbd3-6aeb-48ff-b453-36f5581623c8 · inbound

Ax-Prover: A Deep Reasoning Agentic Framework for Theorem Proving in Mathematics and Quantum Physics cites this paper.

Ax-Prover: A Deep Reasoning Agentic Framework for Theorem Proving in Mathematics and Quantum Physics Autoformalization in the Era of Large Language Models: A Survey

Reference 67

Resolution: verified exact; arxiv_id, observed 2026-05-25T07:46:42.287891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8e74c986-4ce3-4f8b-9b75-291024bb0a04 · inbound

SFT-GRPO Data Overlap as a Post-Training Hyperparameter for Autoformalization cites this paper.

SFT-GRPO Data Overlap as a Post-Training Hyperparameter for Autoformalization Autoformalization in the Era of Large Language Models: A Survey

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:25:26.400817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c8b1eeaf-c9e3-4e18-bc4f-b1148d97027f · inbound

CAM-Bench: A Benchmark for Computational and Applied Mathematics in Lean cites this paper.

CAM-Bench: A Benchmark for Computational and Applied Mathematics in Lean Autoformalization in the Era of Large Language Models: A Survey

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:38:19.319743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c2aa51e6-ee3e-46c4-a1dd-62ff6e883df0 · inbound

Fixing FOLIO and MALLS: Verified Annotations and an LLM-assisted Framework to Focus Human Relabeling cites this paper.

Fixing FOLIO and MALLS: Verified Annotations and an LLM-assisted Framework to Focus Human Relabeling Autoformalization in the Era of Large Language Models: A Survey

Reference 83

Resolution: verified exact; arxiv_id, observed 2026-06-28T14:32:17.785428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ee2522b5-68b3-4303-b109-7534bca99f67 · inbound

Visored: A Controlled-Natural-Language Prover for LLM-Generated Mathematics cites this paper.

Visored: A Controlled-Natural-Language Prover for LLM-Generated Mathematics Autoformalization in the Era of Large Language Models: A Survey

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:29:01.962756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6040571a-7570-46e9-97aa-af68bcd8f756 · inbound

Theorist Toolbox: Tools for Agent Based LLM-assisted economic theory Research cites this paper.

Theorist Toolbox: Tools for Agent Based LLM-assisted economic theory Research Autoformalization in the Era of Large Language Models: A Survey

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-04T09:29:43.425935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1e6fed19-9b7e-4488-b5d0-b13a18de954e · inbound

Autoformalization of Agent Instructions into Policy-as-Code cites this paper.

Autoformalization of Agent Instructions into Policy-as-Code Autoformalization in the Era of Large Language Models: A Survey

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-07-04T13:39:50.293014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 00e49ddf-89a4-4f7a-aae8-5186062a4e82 · inbound

Beyond Compilation: Evaluating Faithful Natural-Language-to-Lean Statement Formalization cites this paper.

Beyond Compilation: Evaluating Faithful Natural-Language-to-Lean Statement Formalization Autoformalization in the Era of Large Language Models: A Survey

Reference 39

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T13:15:45.394311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 88d2edbe-55f9-4ec7-85d0-595c6bab7c46 · inbound

FormalRx: Rectify and eXamine Semantic Failures in Autoformalization cites this paper.

FormalRx: Rectify and eXamine Semantic Failures in Autoformalization Autoformalization in the Era of Large Language Models: A Survey

Reference 137

Resolution: unresolved; no resolver link, observed 2026-07-11T15:42:50.296348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e49d71a-e1c1-4448-8da3-68b44c2ab7eb · inbound

From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontier cites this paper.

From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontier Autoformalization in the Era of Large Language Models: A Survey

Reference 250

Resolution: verified exact; local_arxiv, observed 2026-07-10T18:17:33.868650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0e436900-74f2-4303-8df4-ae335c801c48 · inbound

Verified LLM-Driven Synthesis for Concept Design cites this paper.

Verified LLM-Driven Synthesis for Concept Design Autoformalization in the Era of Large Language Models: A Survey

Reference 2003

Resolution: unresolved; no resolver link, observed 2026-08-01T22:34:18.536624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c2bace3-6aae-4697-81a4-c168aa845406 · inbound

TLA+-Bench: An Execution-Grounded Benchmark and Dataset for Natural-Language to TLA Specification Generation cites this paper.

TLA+-Bench: An Execution-Grounded Benchmark and Dataset for Natural-Language to TLA Specification Generation Autoformalization in the Era of Large Language Models: A Survey

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-30T22:39:33.960764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.