Paper Citation Record · LEDGER

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment

As of 17 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 1 inbound Pith citation observation for arXiv:2505.10732.

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

pith.paper-citation-record.v1
2505.10732 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:07:06.965049Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:27:29.077930Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-11T00:27:29.613345Z

Reference resolution

13 of 13 outbound references displayed

verified exact3
verified fuzzy5
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9f7d04f1-8031-45aa-afca-6f7c7ba28b7d · outbound

This paper cites Minimal human guidance occurred prior to execution, limited to prompt design and environment setup.

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment Minimal human guidance occurred prior to execution, limited to prompt design and environment setup

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:07:07.174046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c0d39b19-7f16-4adf-b1b0-bf8cfc69d8aa · outbound

This paper cites an unresolved cited work.

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment Unresolved cited work

Reference 2

Resolution: verified exact; doi, observed 2026-08-15T21:07:07.017335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2df4006b-9c63-4e56-8f0a-151ee5660fca · outbound

This paper cites net user Patrick.

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment net user Patrick

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:07:07.199657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation baca2260-4cde-4378-95a6-83c0674fd85e · outbound

This paper cites While the ability to derive such awareness is impressive, it also introduces a degree of uncertainty that could impact the reliability of this implementation.

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment While the ability to derive such awareness is impressive, it also introduces a degree of uncertainty that could impact the reliability of this implementation

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:07:07.153427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b3c870bf-91e0-47fd-bd76-3704ac0a76f8 · outbound

This paper cites an unresolved cited work.

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment Unresolved cited work

Reference 5

Resolution: verified exact; doi, observed 2026-08-15T21:07:07.029458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 03a94de5-f035-44e4-be1c-963a60d01291 · outbound

This paper cites M., & Feyzi, F.

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment M., & Feyzi, F

Reference 6

Resolution: verified exact; doi, observed 2026-08-15T21:07:07.003252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1e4e0ec7-1009-4195-85e7-fb82293c4c4e · outbound

This paper cites ISBN 978-1835083468.

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment ISBN 978-1835083468

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:07:07.138820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2e29cb93-3a6b-45e8-b499-edcf45a94b93 · outbound

This paper cites S., Reid, M., Matsuo, Y., & Iwasawa, Y.

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment S., Reid, M., Matsuo, Y., & Iwasawa, Y

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:07:07.113709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4768ade6-66c0-47cc-9ac3-9ce51a2b2fc2 · outbound

This paper cites Better Zero-Shot Reasoning with Role-Play Prompting.

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment Better Zero-Shot Reasoning with Role-Play Prompting

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:06.949491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f5e596a-4ae7-46a5-9731-630ab334afe6 · outbound

This paper cites A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT.

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:06.953417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e44942c-4922-41f5-ad08-03d3fab04c72 · outbound

This paper cites an unresolved cited work.

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:07:07.098733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 504a9ccb-8d92-42a4-92ba-026424748945 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment ReAct: Synergizing Reasoning and Acting in Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:06.960228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11dc463e-f9aa-46c8-b643-ec6dfe86bdfb · outbound

This paper cites Do As I Can, Not As I Say: Grounding Language in Robotic Affordances.

Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:06.965049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 6e4df774-98c7-4870-b792-c26122d1765a · inbound

IntelliAudit: Using Large Language Models to Evaluate Audit Controls cites this paper.

IntelliAudit: Using Large Language Models to Evaluate Audit Controls Automating Security Audit Using Large Language Model based Agent: An Exploration Experiment

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T00:27:29.618323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.