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Paper Citation Record · LEDGER

Supporting Software Formal Verification with Large Language Models: An Experimental Study

As of 9 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 1 inbound Pith citation observation for arXiv:2507.04857.

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

pith.paper-citation-record.v1
2507.04857 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:42:50.445301Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T19:22:03.948566Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-04T00:16:11.445444Z

Reference resolution

35 of 35 outbound references displayed

  • verified exact0
  • verified fuzzy25
  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7170c11a-cb72-4fa5-a265-6865bf92e38c · outbound

This paper cites Cbmc–c bounded model checker: (competition contribution),.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Cbmc–c bounded model checker: (competition contribution),

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.367489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:47.836725Z digest=sha256:40b31e959a33929bf0dd3d2313a4cf84cd28cfd82269e80b891a206eb5c3bb36

Observation 82c7e2c6-e15a-463e-82e8-04267f6dff72 · outbound

This paper cites Esbmc 5.0: an industrial-strength c model checker,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Esbmc 5.0: an industrial-strength c model checker,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.357736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:47.906214Z digest=sha256:0bf5bfc0238d92215e1463ca23e597110ad28b0d0ee1a2823e2c396250bc2309

Observation c41316c8-f458-4a24-835b-3927608dfd22 · outbound

This paper cites Nusmv: A new symbolic model verifier,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Nusmv: A new symbolic model verifier,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.347541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:47.960236Z digest=sha256:0b7ebb86906c5b91c34aa90c6c055da7fa4864eee3df4bc7fcef657575c002f4

Observation ca939ae4-de90-4e3c-b497-6049a30d9ee6 · outbound

This paper cites The model checker spin,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study The model checker spin,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.325522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:48.151303Z digest=sha256:3123e59d002bfc66733cb2256574889024fc353d547257ae6a740d846de4232b

Observation 069c4186-8c78-4ec7-81a1-dd917cad32cd · outbound

This paper cites Formal methods: Practice and experience,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Formal methods: Practice and experience,

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T19:42:48.220662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:42:48.220662Z digest=sha256:390f52e7e435723e5d718422e23348d347d952412a59a4a3dccb22d95c78a22e

Observation 1db7e206-0223-43c7-8a06-1acd9127d496 · outbound

This paper cites GPT-4 Technical Report.

Supporting Software Formal Verification with Large Language Models: An Experimental Study GPT-4 Technical Report

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T19:42:48.291592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:42:48.291592Z digest=sha256:deb062d5394e97a82a41c53ebffd5e83d6a63d626687513683f7f6a4162ad5d8

Observation ed3016f5-610f-4b3b-8ed5-7444fab9de3d · outbound

This paper cites Tr2mtl: Llm based frame- work for metric temporal logic formalization of traffic rules,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Tr2mtl: Llm based frame- work for metric temporal logic formalization of traffic rules,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.309226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:48.351521Z digest=sha256:f5b8bd15bb85b032a34749c7c7b53c0229c1cf767f21d838c45ef7f20bffbe16

Observation 689db096-6a9a-4dec-9317-95d79f9ca814 · outbound

This paper cites nl2spec: Interactively translating unstructured natural language to temporal logics with large language models,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study nl2spec: Interactively translating unstructured natural language to temporal logics with large language models,

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.299290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:48.408791Z digest=sha256:79468d933f335c716d256d757c4a9d68f2564246aa5d4733f01d2c34bd55946b

Observation 5bfdf7ae-6c76-44b8-950a-b151d5fba129 · outbound

This paper cites Assertllm: Generating hardware verification assertions from design specifications via multi-llms,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Assertllm: Generating hardware verification assertions from design specifications via multi-llms,

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T19:42:48.466014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:42:48.466014Z digest=sha256:c0dd778bd4e91bd1ba51b91d6d88d56c061f4013f46ff39250fcf576c9340c00

Observation 9bfaec0f-8c3a-442d-93a1-c287978502de · outbound

This paper cites Advancing theorem proving in llms through large-scale synthetic data,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Advancing theorem proving in llms through large-scale synthetic data,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.282147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:48.604941Z digest=sha256:2e67a7d69c783959a1357cf5c4bdedaac4724a3735c7fbfae933846d0b836105

Observation 8b4d9238-18c2-44d8-85d1-d97cd6ecc9fd · outbound

This paper cites an unresolved cited work.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:42:53.335965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:48.069852Z digest=sha256:f28a4bbebc538f8c76b94f2bf29f895e3e2f6b5d429dc57be27fd466e6c400f4

Observation d12f1510-4aca-40fa-bdab-febe373b99de · outbound

This paper cites Co- cosim, a code generation framework for control/command applications: An overview of cocosim for multi-periodic discrete simulink models,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Co- cosim, a code generation framework for control/command applications: An overview of cocosim for multi-periodic discrete simulink models,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.272380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:48.666350Z digest=sha256:b1fb2336288fa1c284a18f3de6a4aa6924f81013ffb263859937f0e0bd8ad1d8

Observation 402a99e7-7c44-4434-ad4d-0521e1ae8c64 · outbound

This paper cites Formal requirements elicitation with fret,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Formal requirements elicitation with fret,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.263269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:48.704868Z digest=sha256:b9043fb4b3c90ff66455e95a4b2c2a52cf648dd5b036d8b9191ad91c27fd782d

Observation 84be4bdf-1f78-4fdc-835c-5dd23bc54c28 · outbound

This paper cites The ten lockheed martin cyber- physical challenges: formalized, analyzed, and explained,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study The ten lockheed martin cyber- physical challenges: formalized, analyzed, and explained,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.254247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:48.765969Z digest=sha256:e5b0a77ae127e7dc1927ebbf942a2d40862d3e11c170fcd493aff3ba30cba456

Observation 185e4f2d-e03a-4aec-baab-19c511ffb255 · outbound

This paper cites (2024, 10) Claude 3.5 sonnet.

Supporting Software Formal Verification with Large Language Models: An Experimental Study (2024, 10) Claude 3.5 sonnet

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.244578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:48.830479Z digest=sha256:bb4a6b8e10ca69540046017c59cc4d2d700c8355443dc4cde364510468cd9001

Observation eb870411-6fcf-4d6d-8616-ae1ee0750588 · outbound

This paper cites (n.d.) Using openai o1 models and gpt-4o models on chatgpt.

Supporting Software Formal Verification with Large Language Models: An Experimental Study (n.d.) Using openai o1 models and gpt-4o models on chatgpt

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.234827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:48.894599Z digest=sha256:10e0248cadcfdea533e6d9cb50ce622e0fd6a73faae3aa329bf4b9bcfd4dc735

Observation 5cfe06ea-51ca-4efc-b88c-ad8c74d900bc · outbound

This paper cites An automata-theoretic approach to linear temporal logic,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study An automata-theoretic approach to linear temporal logic,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.060692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:49.092257Z digest=sha256:c7076476aaf884753ee5f2dd50655046721b8295a84b0c4c7547faa5cd8b22b7

Observation 3a015b4b-bb24-4cfa-b5cc-bd2931d03ce6 · outbound

This paper cites Automated translation of natural language requirements to runtime monitors,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Automated translation of natural language requirements to runtime monitors,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.201262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:49.010299Z digest=sha256:fcbedaaaac3ff16e9e2cea59fc5a6c39c2eecc4411e048d28bdae37577caf6b2

Observation dc7aabe5-601f-47de-877e-db120cf8627f · outbound

This paper cites Fretting and formal modelling: a mechanical lung ventilator,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Fretting and formal modelling: a mechanical lung ventilator,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:52.631598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:49.179721Z digest=sha256:46e17fe717be84a9d9ddf0529ebed6fac976a4c8bbcbbcec20f95a0a39be59e8

Observation e4950bfd-f9c1-45fa-acf1-3d19197c4cbe · outbound

This paper cites The kind 2 model checker,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study The kind 2 model checker,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:52.832256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:49.137669Z digest=sha256:13d5eac148d0dc0d3ca0eb8d71f6965e321a03a8f6885b2aa96de0f93e2fad6f

Observation 7166a7ad-2191-4241-8f3c-a1cfb8d09189 · outbound

This paper cites Integration and evaluation of the advocate, fret, cocosim, and event-b tools on the inspection rover case study,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Integration and evaluation of the advocate, fret, cocosim, and event-b tools on the inspection rover case study,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:52.155157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:49.272961Z digest=sha256:e985a4a8535814eda7b932471c77eef5e94fbb7995a0981588cf6fc9f869258c

Observation 7534262d-fff0-46d4-987b-f9c633a24636 · outbound

This paper cites Verifying plc programs via monitors: Extending the integration of fret and plcverif,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Verifying plc programs via monitors: Extending the integration of fret and plcverif,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:52.391394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:49.238685Z digest=sha256:11230bb922be37a8f76d855aa32b4e2ac9697db920c08b0e7951dcaaa181b52b

Observation bc1d83d8-043b-41af-a741-1102eb316646 · outbound

This paper cites Enchanting program specification synthesis by large language models using static analysis and program verification,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Enchanting program specification synthesis by large language models using static analysis and program verification,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:51.720832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:49.365396Z digest=sha256:ff86ffb28bb6208feebe48a7902502e9f5efbc8549dc130e49809fa52eed1550

Observation 3e9ff461-39b0-4d60-8bbc-35d2a853fd7b · outbound

This paper cites Available: https://help.openai.com/en/articles/ 9824965-using-openai-o1-models-and-gpt-4o-models-on-chatgpt.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Available: https://help.openai.com/en/articles/ 9824965-using-openai-o1-models-and-gpt-4o-models-on-chatgpt

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-06T19:42:53.224526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:48.949827Z digest=sha256:a7c6054db2d7ac821591e35f103aa74b93b95c0f1e0188fe3c47ca604e56e109

Observation 02515cd6-4509-41d8-af75-99aebc63095d · outbound

This paper cites Propertygpt: Llm-driven formal verification of smart contracts through retrieval- augmented property generation,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Propertygpt: Llm-driven formal verification of smart contracts through retrieval- augmented property generation,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:51.938142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:49.314873Z digest=sha256:3fc0672f31fc2a75e24723ccadf0debb045c5fede2cf29e643c46993ec2b24c5

Observation 84ff5209-96a8-4d4d-b97f-d6d42c453777 · outbound

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

Supporting Software Formal Verification with Large Language Models: An Experimental Study SpecGen: Automated Generation of Formal Program Specifications via Large Language Models

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T19:42:49.437633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:42:49.437633Z digest=sha256:f9f1dd3a775d7d841b57ba07606de8b30493e937fff446e8df503dd258ab1763

Observation 3624bc93-063a-416b-9833-84e80baf87e1 · outbound

This paper cites Can large language models transform natural language intent into formal method postconditions?.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Can large language models transform natural language intent into formal method postconditions?

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T19:42:49.558670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:42:49.558670Z digest=sha256:93cde178128c9220dcacd56a7d6a5342ebd3865a07333b495eb02b2ab5cdfdbd

Observation afc1404c-fc3b-468c-a5da-21aa932eaf15 · outbound

This paper cites Verilogreader: Llm-aided hardware test generation,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Verilogreader: Llm-aided hardware test generation,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:51.532205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:49.674257Z digest=sha256:fdb1a52ea82da49696cb56ddecdab6e940e5088f975fc660fbe67ae00bd70477

Observation d86b36d4-ddaf-473b-a3db-e9746ce8c2a1 · outbound

This paper cites Fveval: Un- derstanding language model capabilities in formal verification of digital hardware,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Fveval: Un- derstanding language model capabilities in formal verification of digital hardware,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:51.341034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:49.802256Z digest=sha256:098a2bef84c392e46285794d5e72782a12f6e1723743c96a3594702067a0536a

Observation 3094fe38-6931-42f4-ad66-6acca12a5e82 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Evaluating Large Language Models Trained on Code

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T19:42:49.864916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:42:49.864916Z digest=sha256:27def42b004b810db42c3613f90f3fda4f4435fbab5454e9eb2ffd7905cda190

Observation a477ae48-7747-4f45-a079-4201eb9bd673 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

Supporting Software Formal Verification with Large Language Models: An Experimental Study SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T19:42:49.981253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:42:49.981253Z digest=sha256:9da35badb8244e7cca2ccd8ec93d30550b2a951e10e747f9f7104560c569c2f9

Observation 46872371-b1e4-4f43-a059-0ab0982c39ff · outbound

This paper cites Aider leaderboard,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Aider leaderboard,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:51.094804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:50.115264Z digest=sha256:6d156523e5e206a20990efc7957191f1332467166b1a2710241ccf9c4c3338d3

Observation 28c47ba2-db73-4475-81d0-ea10e214acc3 · outbound

This paper cites Llama 3.1-8b,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Llama 3.1-8b,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:42:50.782120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:42:50.227286Z digest=sha256:47db87b4d0175ee21127de64ec87e938eab906ba2c251872e54df0603d1c5606

Observation cf2f16bb-d42c-4637-9877-66d28b6cf2bb · outbound

This paper cites Semantical considerations on floyd-hoare logic,.

Supporting Software Formal Verification with Large Language Models: An Experimental Study Semantical considerations on floyd-hoare logic,

Reference 34

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unresolved
no resolver link, observed 2026-08-06T19:42:50.332023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:42:50.332023Z digest=sha256:6ec2b4334580a2617326a14d15689c857b3c295901f6ad10dff0ad3259112b4e

Observation 58750312-a4aa-492f-b4a3-df14384456d0 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Supporting Software Formal Verification with Large Language Models: An Experimental Study DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T19:42:50.445301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:42:50.445301Z digest=sha256:73d5d7773afaa687ab54f805f93df919106693e474e8b8c5adc53da1d461671c

Pith citing papers

Observation c8031bcf-5273-49d7-88fb-6459a5a5db63 · inbound

The 4/$\delta$ Bound: Designing Predictable LLM-Verifier Systems for Formal Method Guarantee cites this paper.

The 4/$\delta$ Bound: Designing Predictable LLM-Verifier Systems for Formal Method Guarantee Supporting Software Formal Verification with Large Language Models: An Experimental Study

Reference 27

Resolution
metadata mismatch
local_arxiv, observed 2026-08-03T19:23:29.506667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-03T19:22:03.948566Z digest=sha256:ffb719241d583669dd2997cc2949f354e93a66226a21cbdb1e92961dc0eff788