LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis | Paper Citation Record

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This paper cites Analysis of openssl heartbleed vulnerability for embedded systems.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Analysis of openssl heartbleed vulnerability for embedded systems

Reference 1

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This paper cites Challenges to cybersecurity: Current state of affairs.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Challenges to cybersecurity: Current state of affairs

Reference 2

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This paper cites A Survey on Machine Learning Techniques for Source Code Analysis.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis A Survey on Machine Learning Techniques for Source Code Analysis

Reference 3

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This paper cites GPT-4 Technical Report.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis GPT-4 Technical Report

Reference 4

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This paper cites Firepatch: Secure and time-critical dissemination of software patches.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Firepatch: Secure and time-critical dissemination of software patches

Reference 5

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This paper cites URL https://www.gov.cn/gongbao/content/2021/content_5641351.htm.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://www.gov.cn/gongbao/content/2021/content_5641351.htm

Reference 6

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This paper cites URL https://www.tianfucu p.com/2022/en/.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://www.tianfucu p.com/2022/en/

Reference 7

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This paper cites Artificial intelligence cyber challenge (aixcc), 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Artificial intelligence cyber challenge (aixcc), 2023

Reference 8

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This paper cites Ai security concerns in a nutshell, 03 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Ai security concerns in a nutshell, 03 2023

Reference 9

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This paper cites Machine learning in the context of static application security testing - ml-sast, 02 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Machine learning in the context of static application security testing - ml-sast, 02 2023

Reference 10

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This paper cites An Analysis of the Automatic Bug Fixing Performance of ChatGPT.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis An Analysis of the Automatic Bug Fixing Performance of ChatGPT

Reference 11

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This paper cites Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs

Reference 12

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This paper cites The Hitchhiker's Guide to Program Analysis: A Journey with Large Language Models.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis The Hitchhiker's Guide to Program Analysis: A Journey with Large Language Models

Reference 13

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This paper cites The formai dataset: Generative ai in software security through the lens of formal verification *, 07 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis The formai dataset: Generative ai in software security through the lens of formal verification *, 07 2023

Reference 14

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Evaluating large language models trained on code, 2021

Reference 15

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This paper cites Evaluation of ChatGPT Model for Vulnerability Detection.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Evaluation of ChatGPT Model for Vulnerability Detection

Reference 16

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This paper cites Not the end of story: An evaluation of chatgpt-driven vulnerability description mappings, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Not the end of story: An evaluation of chatgpt-driven vulnerability description mappings, 2023

Reference 17

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This paper cites URL https://owasp.org/www-project-top-10-for-large-language-model-applica tions/.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://owasp.org/www-project-top-10-for-large-language-model-applica tions/

Reference 18

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This paper cites URL https://www.sonarsource.com/products/sonarcloud/.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://www.sonarsource.com/products/sonarcloud/

Reference 19

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This paper cites URL https://www.clouddefense.ai/.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://www.clouddefense.ai/

Reference 20

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This paper cites Jailbreaking gpt-4’s code interpreter, 07 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Jailbreaking gpt-4’s code interpreter, 07 2023

Reference 21

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This paper cites Tehrani, Eldar Sultanow, William J Buchanan, Houmani Mahkameh, and H.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Tehrani, Eldar Sultanow, William J Buchanan, Houmani Mahkameh, and H

Reference 22

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Note on the sampling error of the difference between correlated proportions or percentages

Reference 23

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://github.com/pikulet/mem-attacks-example /blob/master/buffer_overflow/buffer_overflow.c

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://github.com/doublehops/sql-injecti on-attack-example

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/sql-inj ection/

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/xss /

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/broken-acces s-control/

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/insecure-d eserialization/

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://www.lunasec.io/docs/blog/log4j-zero-day/

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/unr estricted-file-upload/

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/i mproper-input-validation/

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/memory-lea ks/

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/mass-ass ignment/

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/ssrf-server-side-r equest-forgery/

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/i nsecure-temporary-file/

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/xpath-i njection/

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/wea k-password-recovery/

Reference 39

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/log ging-vulnerabilities/

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/insec ure-randomness/

Reference 41

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/nosql-injec tion-attack/

Reference 42

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/malicious-c ode-injection/

Reference 43

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/no-rate-limiting/

Reference 44

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.536856Z

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

Observation bc04f4e6-fdf2-4e09-abe6-7696764825c4 · outbound

This paper cites URL https://learn.snyk.io/lesson/insecure-design/.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/insecure-design/

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.522330Z

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

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This paper cites URL https://learn.snyk.io/lesson/insecur e-hash/.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/insecur e-hash/

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.507331Z

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.

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/redos/

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.492280Z

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

Observation 018bdee0-ef2e-4b20-9511-a95772b9c738 · outbound

This paper cites URL https://learn.snyk.io/lesson/xxe/.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/xxe/

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.477030Z

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

Observation 6486f333-f4bd-4fe5-b326-6a78f3c0fe5f · outbound

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LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/csrf-attack/

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.461880Z

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

Observation dbcc6851-9d44-4109-a218-f4210ec3414a · outbound

This paper cites URL https://learn.snyk.io/lesson/dom-based-xss/.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/dom-based-xss/

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.446597Z

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 d58a4c99-e6a5-423a-ae62-737168c4e965 · outbound

This paper cites URL https://learn.snyk.io/lesson/open-red irect/.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/open-red irect/

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.432357Z

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 0c5ee382-41eb-43f7-aa3e-5240a36c71b7 · outbound

This paper cites URL https://learn.snyk.io/lesson/directo ry-traversal/.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/directo ry-traversal/

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.416930Z

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 9f8072a7-65cf-40b7-898f-554ded93dd33 · outbound

This paper cites URL https://learn.snyk.io/lesson/proto type-pollution/.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/proto type-pollution/

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.401678Z

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 8665b13d-109e-4614-8c71-eb67262fa493 · outbound

This paper cites URL https://learn.snyk.i o/lesson/container-does-not-drop-all-default-capabilities/.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.i o/lesson/container-does-not-drop-all-default-capabilities/

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.385971Z

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 b48a9408-8dc7-4a8d-9b28-bd9edd6a5a82 · outbound

This paper cites URL https://learn.snyk.io/lesson/c ontainer-runs-in-privileged-mode/.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://learn.snyk.io/lesson/c ontainer-runs-in-privileged-mode/

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.370062Z

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 76166ec3-bbc6-4cad-be7b-1139d9f5b76b · outbound

This paper cites Cwe-121: Stack-based buffer overflow, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-121: Stack-based buffer overflow, 2023

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.355367Z

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 537ec9bb-e3b7-4b5c-a589-232005402dfc · outbound

This paper cites Cwe-564: Sql injection, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-564: Sql injection, 2023

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.340492Z

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 eb4f5dbe-4abd-4256-b11f-5e5e20e7cd06 · outbound

This paper cites Cwe-79: Improper neutralization of input during web page generation (’cross-site scripting’), 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-79: Improper neutralization of input during web page generation (’cross-site scripting’), 2023

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.325910Z

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 a295910b-6d31-4b10-bf43-1511ec4a43b0 · outbound

This paper cites Cwe-284: Improper access control, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-284: Improper access control, 2023

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.311466Z

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 6f7d2896-eaca-4595-a994-0afaf2487009 · outbound

This paper cites Cwe-502: Deserialization of untrusted data, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-502: Deserialization of untrusted data, 2023

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.295999Z

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 60846bf0-5e7a-44d0-8ff8-e04287ebdf7e · outbound

This paper cites Cwe-434: Unrestricted upload of file with dangerous type, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-434: Unrestricted upload of file with dangerous type, 2023

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.280127Z

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 dd38591c-ac5c-4731-b973-c149e20d5455 · outbound

This paper cites Cwe-20: Improper input validation, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-20: Improper input validation, 2023

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.264549Z

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 3a9f23de-5506-4aec-82a6-b0f2db8b7cc6 · outbound

This paper cites Cwe-401: Missing release of memory after effective lifetime,.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-401: Missing release of memory after effective lifetime,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.247565Z

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 d3672e40-56fa-4ded-99db-35087581d1dd · outbound

This paper cites Cwe-915: Improperly controlled modification of dynamically- determined object attributes, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-915: Improperly controlled modification of dynamically- determined object attributes, 2023

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.215938Z

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 f5587fae-70dc-4c85-abb5-8fd6e6c6c276 · outbound

This paper cites Cwe-918: Server-side request forgery (ssrf), 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-918: Server-side request forgery (ssrf), 2023

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.200419Z

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 0f5e9c8b-f366-4b16-a753-faee73dfb2ed · outbound

This paper cites Cwe-377: Insecure temporary file, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-377: Insecure temporary file, 2023

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.185725Z

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 b63d3092-328e-488f-b1f5-ae4debfccc07 · outbound

This paper cites Cwe-315: Cleartext storage of sensitive information in a cookie,.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-315: Cleartext storage of sensitive information in a cookie,

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.170546Z

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 54267fe4-9ece-4bbf-8984-b50f6661c6f1 · outbound

This paper cites Cwe-643: Improper neutralization of data within xpath expres- sions (’xpath injection’), 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-643: Improper neutralization of data within xpath expres- sions (’xpath injection’), 2023

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.140671Z

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 9f80a8f8-8041-460b-81cf-e7d32bc81567 · outbound

This paper cites Accessed: 21-08-2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Accessed: 21-08-2023

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.155919Z

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 eaa3ae79-4785-4cac-9994-7e4cf6c33195 · outbound

This paper cites Cwe-532: Insertion of sensitive information into log file, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-532: Insertion of sensitive information into log file, 2023

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.109741Z

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 65e92576-f1ff-446a-8717-04d026ec13ec · outbound

This paper cites Cwe-640: Weak password recovery mechanism for forgotten password, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-640: Weak password recovery mechanism for forgotten password, 2023

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.125456Z

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 5796983a-85aa-41f7-92bb-c4a53b896fe2 · outbound

This paper cites Cwe-89: Improper neutralization of special elements used in an sql command (’sql injection’), 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-89: Improper neutralization of special elements used in an sql command (’sql injection’), 2023

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.080574Z

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 f27fcc55-52ae-4dca-8b23-1e94d3e45fd1 · outbound

This paper cites Cwe-330: Use of insufficiently random values, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-330: Use of insufficiently random values, 2023

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.095479Z

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 779bc59a-1eb9-4393-8557-defcf406cd14 · outbound

This paper cites Cwe-770: Allocation of resources without limits or throttling,.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-770: Allocation of resources without limits or throttling,

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.048697Z

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 9f5836f6-7c38-4d63-97e5-49e4229a5fd8 · outbound

This paper cites Cwe-94: Improper control of generation of code (’code injec- tion’), 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-94: Improper control of generation of code (’code injec- tion’), 2023

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.065880Z

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 cc4bf46f-3ada-4ba3-8607-f705ce64e9de · outbound

This paper cites Cwe-657: Violation of secure design principles, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-657: Violation of secure design principles, 2023

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.003534Z

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 68c61b24-d6f7-4332-81c0-12f60454dd78 · outbound

This paper cites Accessed: 21-08-2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Accessed: 21-08-2023

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.033324Z

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 75bc4742-e274-4054-a00d-f9645566ac71 · outbound

This paper cites Cwe-1352: Owasp top ten 2021 category a06:2021 - vulnerable and outdated components, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-1352: Owasp top ten 2021 category a06:2021 - vulnerable and outdated components, 2023

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:23.018620Z

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 0b15d0be-c7ea-4129-bef2-63bae0678d14 · outbound

This paper cites URL https: //cwe.mitre.org/data/definitions/611.html.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https: //cwe.mitre.org/data/definitions/611.html

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.958905Z

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 b142ce29-f30c-45c2-9c76-904358609a24 · outbound

This paper cites Cwe-328: Use of weak hash, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-328: Use of weak hash, 2023

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.989228Z

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 b30fae7f-5628-4c8f-8981-9a55c28c8dc4 · outbound

This paper cites Cwe-185: Incorrect regular expression, 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-185: Incorrect regular expression, 2023

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.973842Z

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 41e298f1-a981-41b2-9ebb-71ab576efb4e · outbound

This paper cites Cwe-601: Url redirection to untrusted site (’open redirect’),.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Cwe-601: Url redirection to untrusted site (’open redirect’),

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.900637Z

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 b878be76-066c-4877-9a08-29fbd2930e14 · outbound

This paper cites URL https://cwe.mitre.org/da ta/definitions/352.html.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://cwe.mitre.org/da ta/definitions/352.html

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.944360Z

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 8d650621-c641-49ac-96b7-1f74e051fc97 · outbound

This paper cites an unresolved cited work.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:44:22.928961Z

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 137cb6c8-1cf4-4b18-804b-7b8173330826 · outbound

This paper cites Accessed: 21-08-2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Accessed: 21-08-2023

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.914737Z

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 f2a3ea67-35da-4857-82f6-8eed3eaa983f · outbound

This paper cites Towards provably efficient quantum algorithms for large-scale machine learning models.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Towards provably efficient quantum algorithms for large-scale machine learning models

Reference 87

Resolution: malformed identifier; no resolver link, observed 2026-08-15T19:44:21.912636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ed77f86-1d7d-40f9-a9a3-3d2ae6f05fcf · outbound

This paper cites Accessed: 21-08-2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Accessed: 21-08-2023

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.886040Z

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 6f1498b8-860c-4830-b643-1dd44a46159a · outbound

This paper cites URL https://cwe.mitre.org/data/defin itions/23.html.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://cwe.mitre.org/data/defin itions/23.html

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.871726Z

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 d4493023-9c80-41fc-8814-b42785322367 · outbound

This paper cites URL https://cwe.mitre.org/data/definitions/1321.ht ml.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://cwe.mitre.org/data/definitions/1321.ht ml

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.856917Z

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 4d7011aa-f34e-413f-9ba7-50be5d1617ab · outbound

This paper cites URL https://cwe.mitre.or g/data/definitions/250.html.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://cwe.mitre.or g/data/definitions/250.html

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.841110Z

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 a72ebc30-ba8f-458d-91b3-4e4aaeb222a4 · outbound

This paper cites Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:21.936636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebefb2fe-a0e7-4023-a793-d34d2246853e · outbound

This paper cites Software must be secure by design, and artificial intelligence is no exception — cisa, 08 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Software must be secure by design, and artificial intelligence is no exception — cisa, 08 2023

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.826408Z

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 65d2db81-cd7a-4e68-9156-608be4510cde · outbound

This paper cites Planting undetectable backdoors in machine learning models.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Planting undetectable backdoors in machine learning models

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.810156Z

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 d6781a3b-7e46-4bc1-ae56-fb959ed3afed · outbound

This paper cites Reflections on trusting trust.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Reflections on trusting trust

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.792914Z

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 3060ebc1-1072-422a-9c9f-bf6fe269eee8 · outbound

This paper cites Systematic evaluation of backdoor data poisoning attacks on image classifiers.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Systematic evaluation of backdoor data poisoning attacks on image classifiers

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.776708Z

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 c684cbdf-b889-42ea-956b-df0cfdc85e3a · outbound

This paper cites The secret revealer: Generative model-inversion attacks against deep neural networks.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis The secret revealer: Generative model-inversion attacks against deep neural networks

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:22.079102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4bcd51e-9cd8-4301-b77e-e132cff4407c · outbound

This paper cites Discovery of ai/ml supply chain vulnerabilities within automotive cyber-physical systems.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Discovery of ai/ml supply chain vulnerabilities within automotive cyber-physical systems

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.760191Z

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 574b3165-0282-4ae9-8c67-ece59204427b · outbound

This paper cites Why api attacks are increasing and how to avoid them, 07 2023.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis Why api attacks are increasing and how to avoid them, 07 2023

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.744752Z

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 a648e033-45eb-4ed0-9406-ef02e6f48a5f · outbound

This paper cites URL https://dl.acm.org/doi/10.

LLM vs. SAST: A Technical Analysis on Detecting Coding Bugs of GPT4-Advanced Data Analysis URL https://dl.acm.org/doi/10

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:44:22.729193Z

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers