Paper Citation Record · LEDGER

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights

As of 9 August 2026, this Paper Citation Record lists 100 of 149 outbound references and 6 inbound Pith citation observations for arXiv:2502.07049.

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

pith.paper-citation-record.v1
2502.07049 v2

Coverage vector

measured 100 of 149 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:58:14.072040Z

measured 106 of 106 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 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:28:28.122857Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T08:36:47.828856Z

Reference resolution

100 of 149 outbound references displayed

verified exact6
verified fuzzy0
unresolved94
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ee9f0dc9-bb9c-48f6-9058-b6eae6a141f0 · outbound

This paper cites Unified Pre-training for Program Understanding and Generation.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unified Pre-training for Program Understanding and Generation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.621226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2a20e1d-8913-4291-b8f5-e75b8d7d6daa · outbound

This paper cites Detection Made Easy: Potentials of Large Language Models for Solidity Vulnerabilities.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Detection Made Easy: Potentials of Large Language Models for Solidity Vulnerabilities

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-08T13:58:15.234701Z

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.

Observation 3bac2e57-f43d-4d15-ae6e-e1dba7f05fe2 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.632095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c129692-45af-4fb2-8578-a099f2f758dc · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.636807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb09bb74-28bc-4373-a5c9-3f875f79ab4c · outbound

This paper cites From Generalist to Specialist: Exploring CWE-Specific Vulnerability Detection.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights From Generalist to Specialist: Exploring CWE-Specific Vulnerability Detection

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.641532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 810f6237-cc5f-4139-a9e6-b89c3d888cea · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.646730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ad2ab12-0c85-4991-a217-0541f82eb440 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.651816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d563988-87c6-4501-a65c-b5656f5f5cfb · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.656363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90142610-6895-4ffc-9063-0edeae1fc739 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.660969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f135c23a-cf52-4dae-af7b-36183122aa49 · outbound

This paper cites Díaz Ferreyra.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Díaz Ferreyra

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.665683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08650a8d-c1b2-4a87-9a13-0ed512dbbb9b · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.670163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f447c878-d3c7-423b-91d1-19bc7e02501b · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.674796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95b63132-6fc9-469d-a2f3-940b34541e71 · outbound

This paper cites RealVul: Can We Detect Vulnerabilities in Web Applications with LLM?.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights RealVul: Can We Detect Vulnerabilities in Web Applications with LLM?

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-08T13:58:15.197831Z

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.

Observation ad391e84-cdf9-4999-b48f-115e07472ffd · outbound

This paper cites naturalizing.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights naturalizing

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.684127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca524b52-d012-4e31-a9b5-356931c1fcc4 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.688717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbd923b8-d53d-4ef1-a8d1-46ad10226edf · outbound

This paper cites Evaluating Large Language Models Trained on Code.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Evaluating Large Language Models Trained on Code

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.693377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 484d86af-8886-4f81-a707-6ae62b407049 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.698775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cea214f-fef9-45c4-b03a-f06f958b6d5f · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.703280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbf2dfcf-97ab-4ebe-80db-c93410e71dc6 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.707719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bb7ab00-3217-43f6-b8ce-196dbb720f26 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.712348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f20b2aff-f66c-4b68-851e-2904df88bb73 · outbound

This paper cites AugGPT: Leveraging ChatGPT for Text Data Augmentation.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights AugGPT: Leveraging ChatGPT for Text Data Augmentation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.716594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a7d4292-4b14-41e4-8c93-300b0d28ba26 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.721672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5058f6b-3e74-4a7f-89d9-9f2374578814 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.726223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 244a0db1-f6aa-4128-9f5c-f7b40287f401 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.730886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd0561e3-2dbf-490c-b15f-200417ae60d0 · outbound

This paper cites Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.735828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2010c25-2c11-4a26-8d0a-c1178d120459 · outbound

This paper cites Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.740758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcc3bc9e-1466-48ea-aa22-e4e43e7f5aaf · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.745729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ff2fe4b-5511-4e48-aa77-4085f76323ba · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.750148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14910107-4226-4772-9435-30a9e3ade89c · outbound

This paper cites LLM Agents can Autonomously Exploit One-day Vulnerabilities.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights LLM Agents can Autonomously Exploit One-day Vulnerabilities

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.754471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e447b2d-3f4f-4f10-b356-e13673fad4e6 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.759214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed2456f7-f4b4-4853-b1e8-91b57f23bd0a · outbound

This paper cites Ferreira, Pedro Cruz, Thomas Durieux, and Rui Abreu.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Ferreira, Pedro Cruz, Thomas Durieux, and Rui Abreu

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.764172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b101206b-9119-452d-b388-755878824dbf · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.768502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7348fee9-84a0-425c-8ddf-a2f6e4bbfcee · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.773284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c9a426d-7b4c-41ea-bff1-9cc83cae6d86 · outbound

This paper cites InCoder: A Generative Model for Code Infilling and Synthesis.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights InCoder: A Generative Model for Code Infilling and Synthesis

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.777671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e78f772b-bf1b-4f89-906a-ef05e5977866 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.782463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cac4897-840a-4045-acfd-a217d1220c0c · outbound

This paper cites Duck, Ruyi Ji, Yingfei Xiong, and Abhik Roychoudhury.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Duck, Ruyi Ji, Yingfei Xiong, and Abhik Roychoudhury

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.786870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a05018bc-fe92-40bb-85a9-6fe1998aba49 · outbound

This paper cites How Far Have We Gone in Vulnerability Detection Using Large Language Models.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights How Far Have We Gone in Vulnerability Detection Using Large Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.791321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e507fee-54dd-4526-97c3-f0f886a762b3 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.796058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbb6b528-6da7-4626-b0ca-e7623ccfb959 · outbound

This paper cites CVE-LLM : Automatic vulnerability evaluation in medical device industry using large language models.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights CVE-LLM : Automatic vulnerability evaluation in medical device industry using large language models

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-08-08T13:58:14.997252Z

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.

Observation 419e3592-686d-41db-a819-bb0bc36a7bb6 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.805414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b633563a-d29a-4585-bf2b-75f36e03b146 · outbound

This paper cites SCoPE: Evaluating LLMs for Software Vulnerability Detection.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights SCoPE: Evaluating LLMs for Software Vulnerability Detection

Reference 41

Resolution: verified exact; local_arxiv, observed 2026-08-08T13:58:14.976666Z

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.

Observation 92bc4f68-498a-4944-a691-e39cfc2c3621 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.815880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20f103a9-9618-44df-bed8-d92163cba59f · outbound

This paper cites GraphCodeBERT: Pre-training Code Representations with Data Flow.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights GraphCodeBERT: Pre-training Code Representations with Data Flow

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.820401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adc6491b-2eeb-4106-b05f-a1c9e91e248a · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.825318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f4b3e42-7581-4d2f-b310-1d6701a28ac1 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.829693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 530c53bb-91e4-4b77-aaf7-573e4d68e848 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.833953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7726b40b-8ac0-4b2f-9ea8-00743297507b · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.838628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2df09900-abbb-46f3-ab01-aaa986ee7768 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.843092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11a8aad6-c01b-4222-8bcd-5b7ce7a05998 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.847513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac284bad-c158-4722-8f3a-f7b75a8c0bda · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.851928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7af7ef1d-d6ad-4231-8d6a-465810164fd8 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.856428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42fa2b66-07f0-447b-b5d2-4c227fc81b90 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.860546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3eddbf79-9d08-48d7-bf74-57fef0cc2ac1 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.864661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d64bc864-a03a-4b24-8216-623a5f241aaa · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.868872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 423b427c-ec9a-4ab8-9abd-414c79335c30 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.873426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aadfd5b-c827-4276-85cf-fb56860bfc12 · outbound

This paper cites Scaling Laws for Neural Language Models.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Scaling Laws for Neural Language Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.877585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ce51d32-ddff-4616-9ed9-e8e6da0bce1c · outbound

This paper cites Boosting Cybersecurity Vulnerability Scanning based on LLM-supported Static Application Security Testing.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Boosting Cybersecurity Vulnerability Scanning based on LLM-supported Static Application Security Testing

Reference 57

Resolution: verified exact; local_arxiv, observed 2026-08-08T13:58:14.927529Z

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.

Observation 3ed50a8f-dcae-4b88-b776-d9bf35956b90 · outbound

This paper cites Understanding the Effectiveness of Large Language Models in Detecting Security Vulnerabilities.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Understanding the Effectiveness of Large Language Models in Detecting Security Vulnerabilities

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.887315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 752a4111-ce50-451f-864a-326240aa2555 · outbound

This paper cites Assessing the Effectiveness of LLMs in Android Application Vulnerability Analysis.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Assessing the Effectiveness of LLMs in Android Application Vulnerability Analysis

Reference 59

Resolution: verified exact; local_arxiv, observed 2026-08-08T13:58:14.891605Z

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.

Observation 622cf6ad-0fbd-4448-877b-0641a4bf854b · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.896652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 328c9a9d-1705-4cd6-bf31-286a5a10393a · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.901011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8bc1031-db3b-4eb7-8cae-7558d1b69195 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.905431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc6c3c0a-fc94-4a52-bad5-0c31e00e9419 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.909672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff1571a4-3db3-40d4-938b-ea59fe21fae4 · outbound

This paper cites StarCoder: may the source be with you!.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights StarCoder: may the source be with you!

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.913894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93cdcda6-ca29-4693-a667-f9c24750d1f0 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.918548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09d15012-da02-4f8d-b951-7bfc52b398dd · outbound

This paper cites IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.922798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b98e97d-4757-4a3e-b9b0-7a0ecaff33d9 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.927368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e1c9866-aa93-4c44-9ad8-ac9cfbc72f27 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.931673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f01cd52b-cc50-4d7b-933d-fea848f5372b · outbound

This paper cites VulDeePecker: A Deep Learning-Based System for Vulnerability Detection.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights VulDeePecker: A Deep Learning-Based System for Vulnerability Detection

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.935931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e656d6ec-7d1e-4769-b1e5-dcc71590f70a · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.940662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 785946f3-d050-48ac-9625-e1155c9bbda3 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.944994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fb46937-ec46-46f4-a376-39e42c25341b · outbound

This paper cites Fine-tuning Multimodal Large Language Models for Product Bundling.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Fine-tuning Multimodal Large Language Models for Product Bundling

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.949500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models.

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.

Observation 336239c2-e5fd-4ce0-b2c6-763986773942 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.959044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13d60702-2475-4ddf-a047-4007609da4c1 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.963084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cd62081-8001-4ed9-91a8-bc030d4626a1 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.967335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b43bae47-681b-44a3-85c9-a0a7dd3a343a · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.971670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54d860d7-5f99-4984-9a52-4a1d7df69f4c · outbound

This paper cites CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.975904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5b6e633-091a-4713-bdf9-27a5d5749c59 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.980642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6980c7c-0e94-461d-b172-3bc595776ba9 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.985065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ce4b04c-b263-418b-a84d-a5746d92f68d · outbound

This paper cites Combining Fine-Tuning and LLM-based Agents for Intuitive Smart Contract Auditing with Justifications.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Combining Fine-Tuning and LLM-based Agents for Intuitive Smart Contract Auditing with Justifications

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.989553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17c4a5f9-0aa1-4687-a890-6613a84866d1 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.993933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a80a50a0-d07f-4897-8f41-be6da12a182e · outbound

This paper cites Towards Explainable Vulnerability Detection with Large Language Models.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Towards Explainable Vulnerability Detection with Large Language Models

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.998230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29bf7bfe-9217-4f1e-935e-ff1a8022728d · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.002657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44a0dd15-89bc-4dc1-951b-da910868115a · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.006971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ab3ab3f-c434-4820-90c1-fe8240e8a36e · outbound

This paper cites LLbezpeky: Leveraging Large Language Models for Vulnerability Detection.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights LLbezpeky: Leveraging Large Language Models for Vulnerability Detection

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.011152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d6e1e3b-fe65-45c4-a77e-31ee51fe77be · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.015755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9812b917-deff-4f28-9715-6591fabddbbd · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.020179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75938591-5aba-4cef-b142-6a190cfc19c4 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.024821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 219abab8-3b79-430a-8c28-4f31cb181777 · outbound

This paper cites CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.029076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53e22967-4eeb-4d56-9ba7-6370024e5e60 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.033686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f316fe64-c319-494b-ae74-e8992c8d240a · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.038065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc06705f-eced-4651-b8ec-7c9494409ad9 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.042703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7eae5e5f-46f0-4dfe-aa29-55aeb640a80f · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.046792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7de367e7-3b18-4633-b03b-cbbae8024724 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.050942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06af49ab-3bff-4b62-9165-a9b0b0bedc24 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.055146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4402c52a-5bb5-447d-abf8-01ce36db2ac6 · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.059480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a323d083-2bd9-43ec-a75a-f94d55c267ee · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.063351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d5a3199-ac11-4056-8ec3-7cd6c7fd284e · outbound

This paper cites Code Llama: Open Foundation Models for Code.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Code Llama: Open Foundation Models for Code

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:14.067481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7872f13-cf7c-4f01-aab7-f51e5dd94c8c · outbound

This paper cites an unresolved cited work.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Unresolved cited work

Reference 100

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:58:15.775145Z

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.

Pith citing papers

Observation 845e60ad-b691-4d55-8052-cecef29a4a57 · inbound

LPASS: Linear Probes as Stepping Stones for vulnerability detection using compressed LLMs cites this paper.

LPASS: Linear Probes as Stepping Stones for vulnerability detection using compressed LLMs LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:28:28.122857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41fdea2e-efe5-4c2d-8f87-263cba533271 · inbound

GoAT-X: A Graph of Auditing Thoughts for Securing Token Transactions in Cross-Chain Contracts cites this paper.

GoAT-X: A Graph of Auditing Thoughts for Securing Token Transactions in Cross-Chain Contracts LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:26:13.745605Z

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.

Observation 8a6155ae-51c5-450d-a46f-d44fe9683ccc · 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 LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-20T09:18:10.091133Z

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.

Observation d700c350-f4a8-45eb-946c-1acd16763b30 · inbound

Refusal Evaluation in Coding LLMs and Code Agents: A Systematic Review of Thirteen Malicious-Code Prompt Corpora (2023-2025) cites this paper.

Refusal Evaluation in Coding LLMs and Code Agents: A Systematic Review of Thirteen Malicious-Code Prompt Corpora (2023-2025) LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-21T07:39:48.590008Z

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.

Observation f68b66d7-c856-41d7-9d39-4fd5b8135ad1 · inbound

Description-Code Inconsistency in Real-world MCP Servers: Measurement, Detection, and Security Implications cites this paper.

Description-Code Inconsistency in Real-world MCP Servers: Measurement, Detection, and Security Implications LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-02T08:36:47.830593Z

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.

Observation 89798785-e5ae-40b0-82cc-ad8d7b7a9a4b · 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 LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T05:13:53.040595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.