Paper Citation Record · LEDGER

Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2503.03586.

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

pith.paper-citation-record.v1
2503.03586 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:11:39.722259Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T16:08:37.035215Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation bf87c1ed-d6d4-4b83-bd59-09184341c6ec · inbound

Everything You Wanted to Know About LLM-based Vulnerability Detection But Were Afraid to Ask cites this paper.

Everything You Wanted to Know About LLM-based Vulnerability Detection But Were Afraid to Ask Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-16T12:11:39.722259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c41b466e-135e-4f65-bd82-178d708baafc · inbound

Mono: Is Your "Clean" Vulnerability Dataset Really Solvable? Exposing and Trapping Undecidable Patches and Beyond cites this paper.

Mono: Is Your "Clean" Vulnerability Dataset Really Solvable? Exposing and Trapping Undecidable Patches and Beyond Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T11:01:16.222425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3b8ed38-3d39-4fa1-b1f4-4eb919c0b11b · inbound

RealVuln: Benchmarking Rule-Based, General-Purpose LLM, and Security-Specialized Scanners on Real-World Code cites this paper.

RealVuln: Benchmarking Rule-Based, General-Purpose LLM, and Security-Specialized Scanners on Real-World Code Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-10T12:40:23.971767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c87f8cdb-9d54-4e3b-aa91-3d698ad284a5 · inbound

Systematizing Blockchain Research Themes and Design Patterns: Insights from the University Blockchain Research Initiative (UBRI) cites this paper.

Systematizing Blockchain Research Themes and Design Patterns: Insights from the University Blockchain Research Initiative (UBRI) Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:46:10.136156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 77254618-8627-4714-9e49-682ec52ad6f5 · inbound

Three Heads Are Better Than One: A Multi-perspective Reasoning Framework for Enhanced Vulnerability Detection cites this paper.

Three Heads Are Better Than One: A Multi-perspective Reasoning Framework for Enhanced Vulnerability Detection Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-05-20T09:18:10.068710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2d2addd8-8fa5-472c-8f6e-5308873802eb · inbound

Acoda: Adversarial Code Obfuscation for Defending against LLM-based Analysis cites this paper.

Acoda: Adversarial Code Obfuscation for Defending against LLM-based Analysis Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-07-03T11:38:05.388245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ee13efd2-4e6d-4293-83f1-c3deee691e9f · inbound

The End of Code Review: Coding Agents Supersede Human Inspection cites this paper.

The End of Code Review: Coding Agents Supersede Human Inspection Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T16:08:37.036687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.