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Paper Citation Record · LEDGER

Autoformalization in the Era of Large Language Models: A Survey

As of 8 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 2026-08-08T06:32:00.761636+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
  • metadata mismatch0

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:49:08.646283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:49:08.646283Z digest=sha256:c977fffe1fd4d79639c1386ab23e49d9e78611bd17a08383f9dc52db98f168fe

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:09.193901Z digest=sha256:32b8445204df3ec654daeb7d24882e9e58179374ed70077f53ac94ae0be4e83c

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:09.460449Z digest=sha256:9940b701d4dc037b6a91fc9a5cdce47e887d2d43ac99ad7bc243a10ac8bfc716

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:49:25.710424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:09.711149Z digest=sha256:4478798aa8a44bfd1e22e3e24e9bad3c960582a134fe8b952fdeb4fe1c0bc31f

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:49:09.874001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:49:09.874001Z digest=sha256:23f108fa6f88bc6af0eaac00ed3023307179e668e07c9c4a3771dbf0160bbdc2

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:49:25.561914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:10.025633Z digest=sha256:68cef4230a2ded36a2ae674da0bafb95e527f2b791e121fd178267479f5a27f9

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:49:25.108614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:10.308842Z digest=sha256:6bf28275204ea581d5cf3816d627449468ced517dcde466ca6f0a5ad1e141e24

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:10.452702Z digest=sha256:5d7226c7564aa4777a16306a7fd591d815bf961bcf8cd5dd0c854e9b71c92187

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:10.603201Z digest=sha256:511ef1e40505b4e02292ce1a3bea7f3f2f452d0c008a833afd318e4674067257

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

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:49:18.319003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:10.923449Z digest=sha256:87351322cf3f294e1b032de1a142c7e049cbe7e433cdfb73044ed5868288d1da

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:49:11.083275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:49:11.083275Z digest=sha256:ae6e29f17d7e9dd170b2035681dd24b64d5a92993b6a77479883113a131b6a8e

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

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:11.205939Z digest=sha256:acc0b66bd4857971093a4e2b18191e76b648bb4f4a15dda8b53210844f16b78d

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

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:11.370755Z digest=sha256:4ab8a709a86e99007835b4d6cb5be8b48dbc3eeab356061937ec86e73a04993c

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

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:11.522096Z digest=sha256:2923fb0219a0f6976b4a98c30d7219e0b503ead07ebc23816ffaad5e88072cc1

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:49:11.691284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:49:11.691284Z digest=sha256:8af3471133dcaac65c45249f7adcd32dfe8da7f6a4dc8e25cb1de294e90f3d6b

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

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:11.836773Z digest=sha256:e2dcd3c0fe88ec5f530b8c86d17f19d7e7673dc282e2d05250fcde248215d67f

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:49:12.034282Z digest=sha256:580bee65582c808ac60c6497032ccff37de228a74fbdcfd72024376ba5703359

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

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:12.218328Z digest=sha256:0a5a6342c19bf9b0b12965b4bea5fb311505a045c0f18cd1157375edaf43b627

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

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:12.360630Z digest=sha256:930bb18c568f2d83835171a183bf6e3baa05eb7d7e4b9308ec3ff7ce79230037

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

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:12.551331Z digest=sha256:80a4b621d4d522ab8e2d1e134f7dbee5c5de84c9633e89745e6a493c468e0db0

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 2026-08-08T06:32:00.761636+00:00.

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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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:13.063272Z digest=sha256:f264ed5603a9bc48299f486322021f7ee0614569f05ad0062fd794b5bf301634

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:13.200978Z digest=sha256:e6993a02cc0dc21c65208b9eb2fc5c95d55ed486abcc6e511383601f707269f4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:13.484719Z digest=sha256:f29542ceb8a7a18d6ac7c264b00eea8500211b885d891236f864812c2358af6f

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:13.645210Z digest=sha256:75df005414906e7ee8bb3f84ab98c5a0d044df72c830c4cc4ed03327261f97d2

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:13.812644Z digest=sha256:c4aacd6eb7ccf17dac897212e416ee636fc8ae8aceb78be86ff42f370720c095

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

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:13.951902Z digest=sha256:0ee58d58b623990d5d824602659de81ff189c5534afdc990e79608bfcc41b048

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:14.247289Z digest=sha256:edf6d9cbdc06516b285914772b9569b4c88963af340450d832ff7f57b939e3e4

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

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:49:21.518378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:14.418928Z digest=sha256:a47a9da980b64068f0b9b9bf2f09217be537b6d70e13bb1547c23b148047d493

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:49:14.547801Z digest=sha256:693439057989753bcd358e296f7a2ba790fb2908c1ee55fea4041ed4645f5497

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:49:14.669187Z digest=sha256:9c7188e0c47bca13dec3793fb6e9d7df500acd475af441d089e11df02516b915

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

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:49:17.519791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:14.790933Z digest=sha256:f6851c7d24140070cccdeab4ce97008d948b601bcd604c62a4a5e381d17f34d5

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:14.918348Z digest=sha256:b88eb56c66948adb030b3ac8b21c42ef7676f0c2cae3d390649640ca038867cc

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:15.054311Z digest=sha256:0e517f76819328847730114b47ed1bddcad78db7db5ec701c3581b49f70e4168

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

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:15.168965Z digest=sha256:6c00f90380f8e4dba7b1c6d7c3ec8185377db571cdd2a74c434857f31ab237c6

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:15.443914Z digest=sha256:b1d52fafb3dc531a55417c09be06c31487d1e3dfb33c707dd34e16b6a86b2cbd

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:15.614135Z digest=sha256:e7dd922b1d19d215f5664970c5ba03616c3f7567f31133dc8d1e52ad6cfee1ec

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:15.780496Z digest=sha256:17653ce537bcc5c82613ece594bc9b991791c2a645fcad51e6d2a93db5821b74

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

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:15.897559Z digest=sha256:18549613fee352600a941ce446dc36adcfeca1b44a0d7e61506f45e5856e8b4a

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:16.023554Z digest=sha256:e3f1e8080be01b1f838c8b1ca48c9e25ceab6d9d32aa7d49cb75e3686868ec6f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:16.138493Z digest=sha256:0f8943981bcfba1a33ef019dba51538f188fc372a92d7050f497f5704eddb55e

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.

source=pdf_text observed=2026-08-07T12:49:16.257737Z digest=sha256:8175ed81298472d5ae5b70ac7407e50988fcf8d374a41359b4cdf5507b7e118a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:16.400153Z digest=sha256:a708f464e692bd4ab3f6f87c109fdd225c6edb7435852af9b25a2e299c5d5d0c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:16.520537Z digest=sha256:dbeea61972a265346f2516b6021982a2fd85a663c5bd17305bd7329ac1ec7ac3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:16.648610Z digest=sha256:445d0a47f839cfd953f4e28979e56b48128d2952fe4f1c4d6bca8929667dc519

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:16.825790Z digest=sha256:652dcb3cc1dbd002e9ba127fdc8bbcd155b7b905961441b2250584c02a42a749

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.

source=pdf_text observed=2026-08-07T12:49:16.980663Z digest=sha256:17673f04d96a43372fd549ca4b95566e577174b587ab54978ea6a1d9220dc1bf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:17.167044Z digest=sha256:f5bc80fe64cad977ad5aa35df4a790e36481b1a71f261d4c8dd4475b2bfd1cbf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:14.125398Z digest=sha256:11f9605e5dfcc73abb5bddfa72b5507e7fd85e69aa6f93e7489cb1a641a3cc12

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:15.320207Z digest=sha256:a0856023866d20a579b6beaa9df0dfcaf414d8a338ddc1686ff5a5507786bab6

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.

source=pdf_text observed=2026-08-07T12:49:12.867325Z digest=sha256:18db8abb76c8ae9319aface27e261d079109f694eebf153c8c7337c2a068571c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:10.749411Z digest=sha256:0541da08fa124755f5210ee6229207c4a78d6b0d547cd8aafcd68ff7ffc462f0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:10.174998Z digest=sha256:8c4730eaf02a00e7148c9693473d74a3133126ee5f138596a212cd1193f5326c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:13.335376Z digest=sha256:c47ab600a15cd062a1a0ce01876d92058e954531faea8b9bc627cf839af1a8ab

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:08.904260Z digest=sha256:2daae907a74cbde2b6a02eb19f61d677d83f01615b0b47bb8e19695b75cf27ad

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:09.341902Z digest=sha256:056d1b444f50b59087930b461aecbaba17afa970ddb35b16daf0e11986d96298

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:08.768465Z digest=sha256:f6de99d61c588bdb80fdd472889590e129afbd26dbf9f8f2058968f322199694

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:49:09.593612Z digest=sha256:a351f3aacdd2353849d8ed8ed4a844aa88b95d0996e3b72ec8208e81bd9d440d

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.

source=pdf_text observed=2026-08-05T22:28:12.159238Z digest=sha256:e7a59f9121e3888ca4d189c7daa80ce6446090f1fac641525aef6070cbb8e7d1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-25T07:46:30.936002Z digest=sha256:2af4b4e05bdad9d9754eddd6b06279732ef22ee89eed0626fb4a6935d240d988

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-10T13:21:52.225115Z digest=sha256:81e915d9246859c244834d38489c95e3cad34c0d575976fe90007a48d78221d2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-20T13:35:04.729506Z digest=sha256:4859ee29cc4cb099a403d09c22ced5afec8856fcedf830768f6f428a7a429e92

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-28T14:29:43.379840Z digest=sha256:f870df99e073e72907104b3fb82d4c652e5d4848532f88c56745bac25542ff89

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-26T22:23:42.299674Z digest=sha256:a158abb8eb9e05024313d1ad849a73a1a2b046d3a17ace86123ed927fb7b1c10

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-26T10:01:18.103014Z digest=sha256:2eb9cea063873e5630c20953b295f2b731e012ef20161a73a43e46ac37a1bf68

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-26T05:06:05.369793Z digest=sha256:b4213a7c48c32f96f6899bbcaa90fd9cc3f59d80cc026826b8cbd90473edc42e

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-07-01T00:58:00.053021Z digest=sha256:da934193cf346fbf37b6829edfa805f2eb8ed1fc5296d33ba4f69a8ad3c0ffbf

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.

source=arxiv_source observed=2026-07-11T15:42:50.296348Z digest=sha256:13f6887f3da83d6c297df431a5f9c89e6558892c8317e9c0e50baa4b73612aef

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 2026-08-08T06:32:00.761636+00:00.

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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

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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

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