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Paper Citation Record · LEDGER

VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2406.07595.

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

pith.paper-citation-record.v1
2406.07595 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 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 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:26:43.470202Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c566f049-a1ea-498e-9dcf-c46f97da6194 · inbound

Large Language Models for In-File Vulnerability Localization Can Be "Lost in the End" cites this paper.

Large Language Models for In-File Vulnerability Localization Can Be "Lost in the End" VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-08T17:26:43.470202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:26:43.470202Z digest=sha256:1a40afb32acafa9ac32a95c3c711471c1533b2355909e83cb01ee51a2f58fda8

Observation 1d5ac9fb-acaf-424c-a717-11fb4dd31a52 · inbound

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights cites this paper.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-08T13:58:13.954423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:58:13.954423Z digest=sha256:3b82b36d5225e091f12dbecd37d168d40cc419aab5ee8cdf7b056e61256c18f8

Observation b9fba813-ad88-44ac-b018-df23aa2bd02b · inbound

HiLDe: Intentional Code Generation via Human-in-the-Loop Decoding cites this paper.

HiLDe: Intentional Code Generation via Human-in-the-Loop Decoding VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T13:03:33.764455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:03:33.764455Z digest=sha256:77187726708a3f4c32b9cf1768c38e96f5ce0832e695dee1c9ba6a2747be368b

Observation 19069f42-e98b-4e82-9d9b-095ac0e0c833 · 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 VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T11:01:16.118464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:01:16.118464Z digest=sha256:6bcb7f353f0cbca9406e0562dddbf3e5e16e63b74842bccae4f0dfe012170a88

Observation 225aad1e-5c95-464b-9018-e735d5372cc9 · inbound

QuiLL: An LLM-Based Vulnerability Assessment Framework for the Wild cites this paper.

QuiLL: An LLM-Based Vulnerability Assessment Framework for the Wild VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-18T11:01:17.182065Z

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=2026-05-18T10:56:28.973065Z digest=sha256:2c583e106d4d7d0523f79f42ea54a521743b9ae55dc8341e9cd5e849812fa75d

Observation 3bfc7b60-35f8-4e8e-8cbb-633859e1ff5a · inbound

How Code Representation Shapes False-Positive Dynamics in Cross-Language LLM Vulnerability Detection cites this paper.

How Code Representation Shapes False-Positive Dynamics in Cross-Language LLM Vulnerability Detection VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-09T05:00:12.651412Z

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=2026-05-07T05:58:06.190344Z digest=sha256:c3165cba7f9670a60ea3548e3f575585c1eb3f36b19d0eae0299f3b688499d48

Observation 02dd1c1b-5378-46f7-930b-191bc8e04dcd · inbound

Calibration Without Comprehension: Diagnosing the Limits of Fine-Tuning LLMs for Vulnerability Detection in Systems Software cites this paper.

Calibration Without Comprehension: Diagnosing the Limits of Fine-Tuning LLMs for Vulnerability Detection in Systems Software VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-04T04:29:35.045754Z

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=2026-06-26T16:59:07.712294Z digest=sha256:2b9900b618aded4a4bf43ff288235680738cb83466855b0c1c3340b061233458

Observation 1e111069-6050-4813-adcb-4620dcaf2905 · inbound

Words Speak Louder Than Code: Investigating Cognitive Heuristics in LLM-Based Code Vulnerability Detection cites this paper.

Words Speak Louder Than Code: Investigating Cognitive Heuristics in LLM-Based Code Vulnerability Detection VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-06-30T04:54:16.785146Z

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=2026-06-30T04:52:35.384665Z digest=sha256:84609726b013ee01ff072ee837b94e114245da433f11afbe8053e34d7e550589

Observation 058933ad-70f3-41cf-a329-554b9b14ad00 · inbound

DREA: Decoupled Reasoning and Exploration Agents for Repository-Level Vulnerability Detection cites this paper.

DREA: Decoupled Reasoning and Exploration Agents for Repository-Level Vulnerability Detection VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-02T05:13:52.726660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:13:52.726660Z digest=sha256:b67fe5810f7284ca0ceb015a068a0b2145dd3df8be9488da635f4adf0737fb12

Observation 0049addd-b049-47cf-9033-f47aa6ea3e62 · inbound

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection cites this paper.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-04T16:59:23.765035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T16:59:23.765035Z digest=sha256:d26d8bedba3ae490052eae7e794c99c6edeecc955ff3adc6aa3ec8c89652a575