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Paper Citation Record · LEDGER

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs

As of 20 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 3 inbound Pith citation observations for arXiv:2501.16207.

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

pith.paper-citation-record.v1
2501.16207 v4

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T13:41:51.715861Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:12:42.463310Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T14:46:40.847888Z

Reference resolution

41 of 41 outbound references displayed

  • verified exact2
  • verified fuzzy10
  • unresolved28
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 19a76b88-c206-4816-ab65-611524686fbd · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.231628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 1f0e7b46-8b81-4b5d-ba81-47c3cb9e2256 · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.222117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.622473Z digest=sha256:70cf4cd706aa37fdcdede4021146867ed49a11e647f2d71bec103fa1d7c5fbd4

Observation 5c6fed5d-7968-4857-a69f-3f0ea88cfaab · outbound

This paper cites It means that at all times, the value of variable x is greater than 0.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs It means that at all times, the value of variable x is greater than 0

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:41:52.212009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.625591Z digest=sha256:05ee502227b16201b4072f1d1432acfd2ba104754a18f7a2d3b7042e65b1492f

Observation d62144df-2e67-4411-859e-a43d95de9c09 · outbound

This paper cites # Task description Given a TLA+ code snippet, you need to summarize the given TLA+ in several sentences in detail.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs # Task description Given a TLA+ code snippet, you need to summarize the given TLA+ in several sentences in detail

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:41:52.202999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.629214Z digest=sha256:c3cced79603d7f8301e9ff0534b42c972ac1f4257a34e19d39810493f0266ebf

Observation a5102091-9558-442a-8ae0-c9055fdd62fe · outbound

This paper cites (Randomly choose one of the above.) You only need to return the {lang} formal specification without explanation.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs (Randomly choose one of the above.) You only need to return the {lang} formal specification without explanation

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:41:52.151921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.648498Z digest=sha256:bf7c3a6ec17cc7177a68762cc20270005a3aa38999eec5f114631cfa606b7566

Observation f8708341-e39d-4a7a-a783-6e505b4a20fd · outbound

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

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs A Survey on Deep Learning for Theorem Proving

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-10T13:41:51.599067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:41:51.599067Z digest=sha256:680105759c45513a0f51cf610f61332618c41d9ed36df1c9e2cb219381a32c04

Observation f03f629a-ac3e-42e4-9c71-b5c3ab7c0f6c · outbound

This paper cites Lean Copilot: Large Language Models as Copilots for Theorem Proving in Lean.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Lean Copilot: Large Language Models as Copilots for Theorem Proving in Lean

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-10T13:41:51.602491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:41:51.602491Z digest=sha256:71a244700a1e49c43eee8db5ff0ab31d376f5c5c7b16a35105ca03709342bbf9

Observation 8ecedf6a-68cd-4111-a3f8-3d5044a26059 · outbound

This paper cites MiniF2F: a cross-system benchmark for formal Olympiad-level mathematics.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs MiniF2F: a cross-system benchmark for formal Olympiad-level mathematics

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T13:41:51.609664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:41:51.609664Z digest=sha256:6a92428830e646a9997c6fec23e67cc7faf71be03bd0626b29a67fff0df0b8bd

Observation a7548104-8e0b-45aa-a747-327295fa0458 · outbound

This paper cites Syntax Error:.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Syntax Error:

Reference 13

Resolution
verified exact
raw_fallback, observed 2026-08-10T13:41:51.832304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.615996Z digest=sha256:fc2e97b6d1b3e639cb1ce686833537785e02e1830d2dcce544c826d0e4eaff2c

Observation 57860e73-cf68-4b9b-812f-481b1222a3ec · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.193747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.633099Z digest=sha256:726376309075ca3b1c315fef431c950c9504a1c024d6e4a1d5ff44f7c070330e

Observation 0c850dc2-9a11-461f-90a8-39fb55f1e1fd · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.183944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.636892Z digest=sha256:fbed2dc0c50e7ac5594964803c0cff0ddd2e01e094d7f0530b5f2c7bae229797

Observation e6d597fb-0c95-4842-a24a-e343d726636e · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.173246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.640436Z digest=sha256:863e8f6725354db5feb184a470ac59f3cbbdef1550b01f96f857c633c441066c

Observation 2e003b79-f7f9-4538-a9e7-86c902b7d91c · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.162538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.643984Z digest=sha256:0a05dcedbfc409be25f630354ef5939383bf6c77b3b25bf80c6c5a70b66ae6b4

Observation 27c060a9-5036-48fd-9786-6b8e9e39e50f · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.139780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.652007Z digest=sha256:c872bc107f872f13e5fca3bcad21007c68763cab1c68e0216ee6907551e0616e

Observation 0b617d5a-1942-463e-8c15-7cf58a102b4a · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.128975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.655345Z digest=sha256:7262e639e0446b40198d50561ab203ed4838f618622768381ad61f76b6c67aed

Observation a99e84be-fcb7-447e-af63-d2fc6231246b · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.117798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.659109Z digest=sha256:2a98387378d2d5a6d10f87572be86cd6834225d6f44202756d514f0fe794040f

Observation 98236b0f-c77d-413f-86d9-342d39e8f963 · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.105643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.662818Z digest=sha256:71b1e3e987e9e9589c439d83a259157ce396ae86c33f9d4738d6f015eb885ce5

Observation f59f6f43-9271-4754-b55c-7813d09e1a0c · outbound

This paper cites (Randomly choose one of the above.) (For ACSL): You only need to return the lang formal specification with the code without explana- tion.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs (Randomly choose one of the above.) (For ACSL): You only need to return the lang formal specification with the code without explana- tion

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:41:52.095658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.666412Z digest=sha256:9f3c5cf24cad617d8fffcd102560fd9678ae9c392314446a715c57db9ab71f5c

Observation caf7d772-72a1-433e-ae23-21932ac2eb2b · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.085693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.669811Z digest=sha256:3aec841d00c7d025c3623d90669b4c944fe705e0c69e5760af80711d59d240cf

Observation f841132d-d1d7-4a57-b03a-30b117b79d4b · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.076334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.673330Z digest=sha256:e6249e77dbb5fc374c418e81c2509f9101bffdc5c61e86a22555059ee280632e

Observation b024b99f-8c44-44b5-926d-c6b438cac574 · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.066968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.676710Z digest=sha256:2a5b45fc36b67653f20912211f72d3bce76322b0ec32aff8fb659c76e2f4dbaa

Observation 0fd640aa-d41d-4027-ac9a-d25d27b17ba4 · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.056859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.679866Z digest=sha256:1538927f134df5c105ad702ae9dab939b7a41285e8f9ac4e86983998ca26e3e0

Observation a09b0285-9a67-41bc-b7a7-3af11072152b · outbound

This paper cites (Randomly choose one of the above.) You only need to return the completed lang formal specification (together with the provided formal specification) without explanation.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs (Randomly choose one of the above.) You only need to return the completed lang formal specification (together with the provided formal specification) without explanation

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:41:52.046564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.683276Z digest=sha256:aeb7c85c4b3fc5a9df9ce61094419ec3197ea3b96f882538f762b28f3b781390

Observation 49ccf1b9-dc15-469c-9665-461ba86d0cc1 · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.035281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.686753Z digest=sha256:a40ade8751c87bd92a08ff4c417c7c6c90131151b29e6c1850f62211f6472a3e

Observation bc173575-a735-4ed9-8903-3f11c145ae46 · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.024724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.690035Z digest=sha256:9775972957ba092e748057eb00b86cecc7fb840c27c6e2b0be7fbe1e20e0673c

Observation 82d24800-3293-4522-b369-ac0e06b74ccf · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.013089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.694014Z digest=sha256:4d640e07d7cb854254371c12dde924ba07dd5fe854a7d2e0c1f99a4bdd9d1627

Observation 6dff207f-a2fa-4c05-87e8-f24bc266ac24 · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:52.002321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.697379Z digest=sha256:777ac0f5260c7e1c1365e1c1b0e0869836387ae63e9ff2310a0982c6b56fb22c

Observation 0039097d-5b73-4a20-b1ef-16e858270d2d · outbound

This paper cites (Randomly choose one of the above.) You only need to return the completed lang formal specification (together with the provided formal specification) without explanation.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs (Randomly choose one of the above.) You only need to return the completed lang formal specification (together with the provided formal specification) without explanation

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:41:51.990971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.700874Z digest=sha256:353727405e83d3aac8888feb402ce86023c9da63439cfb3d75db15c90820130e

Observation 2a59770d-f56e-4cea-9abb-9c140d275ac9 · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:51.969114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.706752Z digest=sha256:6528e94b3e015ebea2fe87e2ba9b3ef17ee650917f53dd27affef69c5d5789d5

Observation c04272f9-8f36-473e-a963-80d5849ea0a2 · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:51.957502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.709670Z digest=sha256:bec82bb26b02bbd34ca7ed70efb1c0967a20afa339688b424fd3479719a41ee3

Observation 034c3a2f-d42b-40bc-b4e7-118a4fb071dc · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:51.980086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.712774Z digest=sha256:3e5d7b718bcb5bca3e77eeeec9593e65d91f555edddf14636ec7fa8f68946b3c

Observation 9f8f7e90-c4ed-41a4-85f5-ccc7ead49990 · outbound

This paper cites an unresolved cited work.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:41:51.945033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.715861Z digest=sha256:4983abe98e9cf9913b5cd0e545d92084056c67d72d303b23b94898c46b46ee9c

Observation c97b17a9-763f-4036-b307-47be49c755ec · outbound

This paper cites In Ad- vanced research working conference on correct hard- ware design and verification methods, pages 54–66.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs In Ad- vanced research working conference on correct hard- ware design and verification methods, pages 54–66

Reference 1999

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:41:52.251754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.606351Z digest=sha256:c70b63ba13b28e11ead20fede3ef68c3a4956c9998061ebbc1ec64bc6729e2f2

Observation 028c7576-d896-4229-9781-c8241929d2fd · outbound

This paper cites Natural Language Premise Selection: Finding Supporting Statements for Mathematical Text.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Natural Language Premise Selection: Finding Supporting Statements for Mathematical Text

Reference 2009

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local_arxiv, observed 2026-08-10T13:41:51.911591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 4c1efb7d-19ca-444f-9a3f-73ec99aa571b · outbound

This paper cites In International conference on software engineering and formal methods, pages 233–247.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs In International conference on software engineering and formal methods, pages 233–247

Reference 2012

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 3deec190-651a-4f47-8040-2551b0e719f6 · outbound

This paper cites BERT is not The Count: Learning to Match Mathematical Statements with Proofs.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs BERT is not The Count: Learning to Match Mathematical Statements with Proofs

Reference 2016

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verified exact
local_arxiv, observed 2026-08-10T13:41:51.885575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 205a8ece-17d2-49e9-ad76-2ae830b2c4e7 · outbound

This paper cites Similarly, NaturalProofs (Welleck et al., 2021) further incor- porates data from Stacks and textbooks, resulting in a dataset with roughly 25k examples.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Similarly, NaturalProofs (Welleck et al., 2021) further incor- porates data from Stacks and textbooks, resulting in a dataset with roughly 25k examples

Reference 2020

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verified fuzzy
raw_fallback, observed 2026-08-10T13:41:52.241541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.613009Z digest=sha256:da1c08335464a493527d1235d2fecce59e4f1619a03961eea597f12e590980de

Observation c03d3c27-d7db-4000-80a0-8d1f14e12e9d · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Training Verifiers to Solve Math Word Problems

Reference 2021

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unresolved
no resolver link, observed 2026-08-10T13:41:51.579713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:41:51.579713Z digest=sha256:704f1bcbc1ffaeaf2d9a8c7b1cc14b7419dddcf7b8bdadacf77e45ce680a2b13

Observation 90cc356b-af15-42fc-994a-16b3e91fb20e · outbound

This paper cites Draft, Sketch, and Prove: Guiding Formal Theorem Provers with Informal Proofs.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Draft, Sketch, and Prove: Guiding Formal Theorem Provers with Informal Proofs

Reference 2022

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unresolved
no resolver link, observed 2026-08-10T13:41:51.591743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:41:51.591743Z digest=sha256:7414e1b921caa9f175752b2f5a154cdf498d3e317b17511bd14be9b3f2088748

Observation af10c75e-f4fd-4d3a-97b5-227aef071b84 · outbound

This paper cites https://learn.microsoft.com/en-us/azure/ ai-services/openai/concepts/models# gpt-4-and-gpt-4-turbo-preview.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs https://learn.microsoft.com/en-us/azure/ ai-services/openai/concepts/models# gpt-4-and-gpt-4-turbo-preview

Reference 2023

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verified fuzzy
raw_fallback, observed 2026-08-10T13:41:52.273324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T13:41:51.570864Z digest=sha256:4b8b2d94427fb4df3245e7a02d7762c02b5bc8b524d8fe43a46877e2063243ba

Observation 03508962-dab7-4ca9-ad59-082b8c4a00a7 · outbound

This paper cites Program Synthesis with Large Language Models.

From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs Program Synthesis with Large Language Models

Reference 2024

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unresolved
no resolver link, observed 2026-08-10T13:41:51.575031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Pith citing papers

Observation 4b66e05f-55a7-4e94-aae4-38f855cd5a32 · inbound

CodeGrad: Integrating Multi-Step Verification with Gradient-Based LLM Refinement cites this paper.

CodeGrad: Integrating Multi-Step Verification with Gradient-Based LLM Refinement From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs

Reference 20

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unresolved
no resolver link, observed 2026-08-05T21:12:42.463310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:12:42.463310Z digest=sha256:f5ba4d9242aee57132448b9c5c21919ba152ec7130a480790b4fdafa30b10b95

Observation 0c4286cf-0ca3-4392-b76a-a3722f795a8c · inbound

Requirements Development and Formalization for Reliable Code Generation: A Multi-Agent Vision cites this paper.

Requirements Development and Formalization for Reliable Code Generation: A Multi-Agent Vision From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs

Reference 17

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unresolved
no resolver link, observed 2026-08-05T16:20:32.583009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:20:32.583009Z digest=sha256:576c9d1888c5255dfbbc1d4c988410254e9436be75f6326eaa1507ce974b95fa

Observation b1759559-01c2-418c-86c4-1837b36a325a · inbound

SpecSyn: LLM-based Synthesis and Refinement of Formal Specifications for Real-world Program Verification cites this paper.

SpecSyn: LLM-based Synthesis and Refinement of Formal Specifications for Real-world Program Verification From Informal to Formal -- Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs

Reference 21

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verified exact
arxiv_id, observed 2026-05-11T14:46:40.905798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-09T21:05:59.438175Z digest=sha256:3782c54c53361afb1b024580c4e212f30d1ad0b5b5c8aa286f5b3cde1591fc75