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Paper Citation Record · LEDGER

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment

As of 13 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 1 inbound Pith citation observation for arXiv:2502.18468.

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

pith.paper-citation-record.v1
2502.18468 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T22:01:05.895436Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:45:57.840171Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T17:46:01.572936Z

Reference resolution

56 of 56 outbound references displayed

  • verified exact0
  • verified fuzzy44
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f3ab14d2-0857-4a22-a6c6-8c77e29908c8 · outbound

This paper cites Hidden dangers of using cursor ai for code generation: What every developer should know, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Hidden dangers of using cursor ai for code generation: What every developer should know, 2024

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.446794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.747581Z digest=sha256:f5e1e002aedb3f254aa75e1cb4ae4db85e7c6a3cc16af543d4626be30560f63b

Observation a9520465-5aab-460b-a14c-e358d7f1fbc4 · outbound

This paper cites Securing Large Language Models: Threats, Vulnerabilities and Responsible Practices.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Securing Large Language Models: Threats, Vulnerabilities and Responsible Practices

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-09T22:01:05.751152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:05.751152Z digest=sha256:61ddc158dc70d8a2d23a776caeb8bba7b44e11fbca2a99a6e366c510bd81789a

Observation 177860f0-4c06-4d94-9baf-8fd2d41e701b · outbound

This paper cites CodeMirage: Hallucinations in Code Generated by Large Language Models.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-09T22:01:05.754585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:05.754585Z digest=sha256:90fd26c8c4bd6e0f65690c03a9129800e95deff48227d9dac00a8b156beebd91

Observation 728381bb-a6cc-4f2c-8f73-43bf0d7e96b2 · outbound

This paper cites Cursor ai privacy policy, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Cursor ai privacy policy, 2024

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.439580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.757847Z digest=sha256:efefef9cc6cd71ff33b717b5996410d5638aff885ccb33a7d5e3b67a2401cbbb

Observation be92dcbd-7d3f-43ce-a31f-9d5caa145764 · outbound

This paper cites Cursor ai security and vulnerability disclosures, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Cursor ai security and vulnerability disclosures, 2024

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.432751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.760738Z digest=sha256:1062a9b8930b6447fadd97c9b3af15412cfb53973fa9ddbd2428528c804173ed

Observation a5bbfe31-0a8c-45e3-aa32-dbf18838d90e · outbound

This paper cites Unveiling the dark side of chatgpt: Exploring cyberattacks and enhancing user awareness.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Unveiling the dark side of chatgpt: Exploring cyberattacks and enhancing user awareness

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.425230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.763681Z digest=sha256:2594e6a258b260545f45ece1f6302d09082062dfa89366681c2c50efbc41fbbf

Observation a528a29f-b966-42c1-b379-6de688ff4122 · outbound

This paper cites Owasp lists 10 most critical large language model vulnerabilities.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Owasp lists 10 most critical large language model vulnerabilities

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.417112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.766676Z digest=sha256:fca40ab1f5782dc88c5cb4014f9217ee263501c198f62d0e00a3b81661cb072b

Observation 9e434fe8-d4e0-40d4-bfb0-76ad9018db25 · outbound

This paper cites Emerging cybersecurity and privacy threats of chatgpt, gemini, and copilot: Current trends, challenges, and future directions.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Emerging cybersecurity and privacy threats of chatgpt, gemini, and copilot: Current trends, challenges, and future directions

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.409830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.769229Z digest=sha256:b57ed6ba1becebcd31f296df6cd800369f4a08e643c9b88df9e468db2b375281

Observation 871eb391-5ae0-43e2-9e2b-d94521cae233 · outbound

This paper cites Evaluating password strength based on information spread on social networks: A combined approach relying on data reconstruction and generative models.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Evaluating password strength based on information spread on social networks: A combined approach relying on data reconstruction and generative models

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.402764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.771878Z digest=sha256:4c279b92aeb4138a46bddf88871f83a03363c6ef9a387029a956fe5d828d53a6

Observation f1138dd0-5bf8-46b2-b783-76bd0dd7f746 · outbound

This paper cites Large Language Models as Tool Makers.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Large Language Models as Tool Makers

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-09T22:01:05.774435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:05.774435Z digest=sha256:a46f6d6bcf7810878411b43ff04c27e24f12d0fab06e61037af4798360c072de

Observation 110eba36-a36d-43b0-824c-55c51388a5a5 · outbound

This paper cites Chatgpt: The curious case of attack vectors’ supply chain management improvement.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Chatgpt: The curious case of attack vectors’ supply chain management improvement

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.395555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.777351Z digest=sha256:f2ce80dcf70b5681d4896f1ffdb533044251ab1430069ebbdc7c9922dcb29523

Observation 155b365a-6b13-4ce1-95e7-b3c0b49af5a9 · outbound

This paper cites Hallucinations in llms: What you need to know before integration, 2023.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Hallucinations in llms: What you need to know before integration, 2023

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.388572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.780078Z digest=sha256:0b95a302cfe00e6f573a35170bb3f4e5e45b316b52131ac8fc120e65605b747a

Observation 6b6ef114-6841-4cd3-a6f0-19323683dd9d · outbound

This paper cites Detecting hallucinations in generative ai, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Detecting hallucinations in generative ai, 2024

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.380213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.782796Z digest=sha256:026cda147e792a9da01689eb87f05167a0c06b68d8493a3b3d949d6aa2de518e

Observation d01a31ba-11e1-4d19-b0b0-18a13bd89e41 · outbound

This paper cites Codeium security and privacy policy, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Codeium security and privacy policy, 2024

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.373224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.785336Z digest=sha256:45984ebcf774bcb9bc6d31b0bd6e6e2c50f7530f3750d6b79f48c745c72c64c1

Observation acbf81b8-7a0f-40b8-a022-49498d9a0f10 · outbound

This paper cites Github copilot - confusion around free access, 2023.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Github copilot - confusion around free access, 2023

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.366000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.787810Z digest=sha256:b9289d55f4fdd62cb028f2113914e3c12a8b794bd91f92d9732bf67831588084

Observation a368cda2-c2f7-4629-a861-3f8b2b44228c · outbound

This paper cites The comprehensive guide to llm security, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment The comprehensive guide to llm security, 2024

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.358610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.790341Z digest=sha256:abe82048f5f3240a345d1cdde9a76f672ef0cb40b762b8b0bf52c0d439a702d0

Observation 13df77e4-b40a-4771-8543-47936d861631 · outbound

This paper cites Black hat: Microsoft copilot data leak raises security concerns, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Black hat: Microsoft copilot data leak raises security concerns, 2024

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.351192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.792846Z digest=sha256:ad38334f8522175f6677e3723586caac5c9b2fb01034bc3dfa8941917993619f

Observation 0b904dfe-d418-4217-846f-184b3ab71531 · outbound

This paper cites Beyond the Safeguards: Exploring the Security Risks of ChatGPT.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Beyond the Safeguards: Exploring the Security Risks of ChatGPT

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-09T22:01:05.795445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:05.795445Z digest=sha256:d86cfff7bb66a63de48bb3a60106ebf19735f76daa0ed22048d59aa09e5733d1

Observation e13039c9-6c04-4171-bda4-82324920a2ab · outbound

This paper cites Large language models of code fail at completing code with potential bugs.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Large language models of code fail at completing code with potential bugs

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.343744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.798582Z digest=sha256:13f5181b0ff473e36d41d7582a949707751fa7db7c3462e8cd2b987ed7eacb70

Observation 9dcf8180-7a5e-4547-804d-89a1cda772b4 · outbound

This paper cites Stop using cursor ai for code: The hidden dangers no one is talking about.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Stop using cursor ai for code: The hidden dangers no one is talking about

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.336398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.801447Z digest=sha256:6805ddc6c9066321d7c3046ccbcdc8ab66e7c6a7dcb8c105942a43378a6d2183

Observation c955c301-b624-46df-bb47-301e60e43e3f · outbound

This paper cites Chatgpt data breach: What happened and how to protect yourself, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Chatgpt data breach: What happened and how to protect yourself, 2024

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.329151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.804169Z digest=sha256:f2319b4044b4d060f20db003251540a2319331bf0a8a9e5a09b9fa0cf6728918

Observation 9d266f3b-59d6-4c1b-af14-2c5a74da33e4 · outbound

This paper cites Yes, github copilot can leak secrets, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Yes, github copilot can leak secrets, 2024

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.321661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.806601Z digest=sha256:6ae8e9debf332bc737c8fe33fcf4798187bd1ca797113c083a7996b53d6e0058

Observation 3b42ed7c-18ee-423b-9169-be936d2a4d0c · outbound

This paper cites MaPPing Your Model: Assessing the Impact of Adversarial Attacks on LLM-based Programming Assistants.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment MaPPing Your Model: Assessing the Impact of Adversarial Attacks on LLM-based Programming Assistants

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-09T22:01:05.809146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:05.809146Z digest=sha256:d22bd48f39cca66ceeecd5aeeb29e3a76850d4a4ce82a111087fff844d9ca8c4

Observation d4460790-29fa-4f55-8ee3-0a5205a2de75 · outbound

This paper cites We are the ai problem.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment We are the ai problem

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.314412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.811929Z digest=sha256:7466599178f2fdbc5dcf3fbbef724167633058b3c7e0b94138a61b56ac1e67cc

Observation 6ff3f5fc-8e86-4bbe-bff7-2c7bb7a145af · outbound

This paper cites Using chatgpt and other large language model (llm) applications for academic paper assignments, 2023.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Using chatgpt and other large language model (llm) applications for academic paper assignments, 2023

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.306589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.814450Z digest=sha256:16a96c99ad633c0eef678e0c3a5dba94b746b81b0d1f51dd651cf97388c13c9c

Observation e25ab0c5-213a-4a29-9784-32301e7dbd2b · outbound

This paper cites Llm security guard for code.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Llm security guard for code

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.299111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.816896Z digest=sha256:cf6c8e6b2f0cb718f36f864a134b9a4221b419bcc39fcb8359473d7c4202f0cb

Observation 73cab6d1-08f2-4852-a203-e5588b92ec35 · outbound

This paper cites Concerns about privacy mode and data storage.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Concerns about privacy mode and data storage

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.292124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.819494Z digest=sha256:9f5d9a5b52705a97021fcedb00630b72ed56fb786edf4de7958f62d9f1edebc7

Observation 65b06a6c-9079-4c8e-b956-a33381f310ee · outbound

This paper cites Exploring and evaluating hallucinations in llm-powered code generation.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Exploring and evaluating hallucinations in llm-powered code generation

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-09T22:01:05.822036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:05.822036Z digest=sha256:819a370e743ff8ee27e7b37b16d3b631a4d9ca2da1386f3837cdd7849e470185

Observation f6ca5b15-c6b2-4106-874d-abf6bd029df0 · outbound

This paper cites Llm security, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Llm security, 2024

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.285077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.824594Z digest=sha256:d0131cbff4754102eb98cb55f9ac4c6a4db2859bf66b5c3be2649997e254f605

Observation ec1007d8-c5df-430b-b310-fe0426ac50e4 · outbound

This paper cites Privacy statement, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Privacy statement, 2024

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.278241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.827214Z digest=sha256:e3e6d113cb1c73083ef5d89bb6313b33ad7f35bc7b0ce6658cce4256d4b255d0

Observation 7b8b0082-5d8e-4b28-9950-25deea1eb562 · outbound

This paper cites Fine-grained Hallucination Detection and Editing for Language Models.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Fine-grained Hallucination Detection and Editing for Language Models

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-09T22:01:05.829760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:05.829760Z digest=sha256:d736a6969268e1396aca0c49b3d2a92ee0e3bfa5caaa29b537defd8843a61a9f

Observation 0798830c-7e65-41b3-9ecb-5098966531e3 · outbound

This paper cites Can We Trust Large Language Models Generated Code? A Framework for In-Context Learning, Security Patterns, and Code Evaluations Across Diverse LLMs.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Can We Trust Large Language Models Generated Code? A Framework for In-Context Learning, Security Patterns, and Code Evaluations Across Diverse LLMs

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-09T22:01:05.832706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:05.832706Z digest=sha256:6a8d95c67611992a867b99f372aca1d931cead4e83e2585b39e8069e46872f61

Observation 8be8c996-873c-4420-93f2-d3128aab46ae · outbound

This paper cites An investigation into misuse of java security apis by large language models.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment An investigation into misuse of java security apis by large language models

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.271226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.835413Z digest=sha256:15f0bdd97cb07a29cc6a9b99d0247fa45eabc45ea0c60f775ddfdcce2b1d5709

Observation d4471100-096d-4770-86dc-61d4b98592e2 · outbound

This paper cites Ai infrastructure: Addressing large language model hallucinations.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Ai infrastructure: Addressing large language model hallucinations

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.263277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.837987Z digest=sha256:86aa2e58e0ed83305c8060d50657a650211a0f18687897ab6fd1057545b2ecfa

Observation d1d7a2db-a04a-422b-ace8-f4ea7a923ac0 · outbound

This paper cites Chat gpt: What is it?, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Chat gpt: What is it?, 2024

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.256067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.840482Z digest=sha256:07b424f2b8693695c363e8b41caeea0ce03e9610c71287123019e499fbc63f17

Observation 39156a28-3715-4981-809c-237548f093e8 · outbound

This paper cites Poisoned chatgpt finds work for idle hands: Exploring developers’ coding practices with insecure suggestions from poisoned ai models.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Poisoned chatgpt finds work for idle hands: Exploring developers’ coding practices with insecure suggestions from poisoned ai models

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.248913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.842974Z digest=sha256:c95b131afa1b552978c7d30244aa1416a153afac44b52402a737133ea55945ec

Observation d668c6ba-48d1-41fb-aeab-796db2cdee26 · outbound

This paper cites Ai hallucinations and code apply issues, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Ai hallucinations and code apply issues, 2024

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.240843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.845517Z digest=sha256:37a751d833f69ecfd7ca84fc04978c69257ea0a6a20c112b7f830a6e698b7af5

Observation aa2bfab5-92ab-424d-b220-1b925bc709e0 · outbound

This paper cites Chatgpt capabilities overview, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Chatgpt capabilities overview, 2024

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.233107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.848031Z digest=sha256:11a56d98af6755ed1dc1d5896100d010e54646cc60ab3db0c4f0593c01b9f0ee

Observation baea8871-6f12-4442-b698-1a65fd84b048 · outbound

This paper cites The risks of using chatgpt to obtain common safety-related information and advice.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment The risks of using chatgpt to obtain common safety-related information and advice

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.225869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.850582Z digest=sha256:4826cc68d629b4527838aea62fa80cde6de5a55067febde2f17e4126c1307cb9

Observation 5f70764d-4bd5-4aca-8f32-a0f9a79deee2 · outbound

This paper cites Gdpr and ai risks for codeium.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Gdpr and ai risks for codeium

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.218549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.853144Z digest=sha256:4fc1e006b728b82105777f6a5f30ae12e83dce15ac3d41bd7339384dafd47720

Observation 61317405-42aa-4fdd-b399-83f15e891c5b · outbound

This paper cites Analysis of ChatGPT on Source Code.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Analysis of ChatGPT on Source Code

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-09T22:01:05.855704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:05.855704Z digest=sha256:fb9da2edbc17d341914da26e1f49d1c7088555ee450b2be042c67d5e8be187f1

Observation 8fac7e59-1dc6-4311-9692-62ba76d0e6dc · outbound

This paper cites Chatgpt via surf, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Chatgpt via surf, 2024

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.211647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.858536Z digest=sha256:09fcf6ef7844f7a0af292e391a8a3ce612fcad705ea3f399d201c49190579ba6

Observation 78b42e6a-eaa7-4b64-bd42-d400b5997178 · outbound

This paper cites Chatgpt security risks: Threats and challenges of ai.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Chatgpt security risks: Threats and challenges of ai

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.204433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.861287Z digest=sha256:1f70a8088dae4ec120608c8af59e276c1062edaca61dd5e0d3a7a303a2c6cd61

Observation 16b2817e-d9cb-4df6-996f-c20f765708ca · outbound

This paper cites Llms for code: The potential, prospects, and problems.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Llms for code: The potential, prospects, and problems

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.196954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.863987Z digest=sha256:152882b6893c294a5ed190fdf8a8535e1acbb4b0ea037b9a5ccec49824d28059

Observation 9ce95123-a673-4219-a8dd-667dd2d812c4 · outbound

This paper cites SALLM: Security Assessment of Generated Code.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment SALLM: Security Assessment of Generated Code

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-09T22:01:05.866824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:05.866824Z digest=sha256:d0a601ce50afd2f5789ba392d57e92ca7367d67f07f0cf9c82a295ae9164a8af

Observation 49ed0a60-f170-4eec-b822-b41bc81b8b61 · outbound

This paper cites Chatgpt leaks sensitive user data, openai suspects hack.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Chatgpt leaks sensitive user data, openai suspects hack

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.189596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.869586Z digest=sha256:2ff9b193978d790de367a8a3db5fc9e9168c58fba8d68d9cc9c6a76695f9bf12

Observation 69d5f597-b60f-40e4-b346-af8575e75ec5 · outbound

This paper cites Llm security.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Llm security

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.182011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.872054Z digest=sha256:fb8114a97033b52357746f8888cdc2277d8c44f05a497795c0ea1803d6fd724e

Observation b328078c-2d19-4654-be94-9802894bb811 · outbound

This paper cites Openai data breach and hidden risks for ai companies, 2023.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Openai data breach and hidden risks for ai companies, 2023

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.174661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.874561Z digest=sha256:076c7e36639cc6f591c0c2266cceec6e69d17dc0132e8eb7d2174c9275422bbf

Observation 5375d578-5889-45e2-866b-557ae6089aca · outbound

This paper cites Conversations with ai: 7 features of chatgpt, 2023.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Conversations with ai: 7 features of chatgpt, 2023

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.166745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.876957Z digest=sha256:81a465afa413ba5e6af491295b3a281534f630d789a7fda7185aecd3a4872cb4

Observation 3447dbd6-3bec-4a7a-b0e9-4522fa13b278 · outbound

This paper cites Microsoft patches critical security bug in copilot studio that could have leaked private data, 2024.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Microsoft patches critical security bug in copilot studio that could have leaked private data, 2024

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.158305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.879468Z digest=sha256:04eea485a9e6b73c144011012eaf2330e01c7b889ecc31927738204be1cdba43

Observation 61671fad-97b0-4af2-b335-eb58ae3f28f1 · outbound

This paper cites Leveraging chatgpt-like large language models for alzheimer’s disease: Enhancing care, advancing research, and overcoming challenges.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Leveraging chatgpt-like large language models for alzheimer’s disease: Enhancing care, advancing research, and overcoming challenges

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.150283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.882021Z digest=sha256:c773f91d0e94b6c7178a3f251f5124056e45ec33d7143b28bac1855731ff0fd2

Observation 8bff1f95-2f89-43c8-b814-55e5f064e48a · outbound

This paper cites Is Your AI-Generated Code Really Safe? Evaluating Large Language Models on Secure Code Generation with CodeSecEval.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Is Your AI-Generated Code Really Safe? Evaluating Large Language Models on Secure Code Generation with CodeSecEval

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-09T22:01:05.884429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:05.884429Z digest=sha256:aa5186c6af400ad23aeee7c83c5c611bd4d54990ba62fc0f0aa1a3f64314c3be

Observation 53eac727-17f8-451c-bc45-c9d4f30e7b4e · outbound

This paper cites Unveiling security, privacy, and ethical concerns of chatgpt.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Unveiling security, privacy, and ethical concerns of chatgpt

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.141776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.887763Z digest=sha256:de58e31075bd93552ce4fdf9a5cec4d4c46aa93db06caf6ed0cb6ec7e497d8ed

Observation 161d6b1a-4c69-4e5c-b266-24589bb402ea · outbound

This paper cites What are weak links in the npm supply chain? In Proceedings of the 44th International Conference on Software Engineering: Software Engineering in Practice , pages 331–340, 2022.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment What are weak links in the npm supply chain? In Proceedings of the 44th International Conference on Software Engineering: Software Engineering in Practice , pages 331–340, 2022

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.133809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.890341Z digest=sha256:05f9952d5a73e88908a7bc0f148f7cf52f0e79f40c04b9cd9cf2d2a05499c20f

Observation 18a5db85-fb06-4518-8680-6ea48c6fbe9c · outbound

This paper cites Clinical application of large language models: Does chatgpt replace medical report formulation? an experience report.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment Clinical application of large language models: Does chatgpt replace medical report formulation? an experience report

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:06.125386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-09T22:01:05.892865Z digest=sha256:08ffaee7bb2cce9077b835c9eeaad6627225b3a8507315e0ada40bc82822ca21

Observation d145f552-4d98-417b-900d-89d4d719b502 · outbound

This paper cites LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation.

SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-09T22:01:05.895436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:05.895436Z digest=sha256:f20a4d5b889472e61f3f96288298e4609774f16a6d11c5e5f435bba0b4ddef67

Pith citing papers

Observation bcbe25da-159a-4f35-9866-bcf18d777c55 · inbound

Explicit Vulnerability Generation with LLMs: An Investigation Beyond Adversarial Attacks cites this paper.

Explicit Vulnerability Generation with LLMs: An Investigation Beyond Adversarial Attacks SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:46:01.631348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T17:45:57.840171Z digest=sha256:3e91464c7e9cab4d541ea5a0f23405cd93dd99ad8bc4fdf36accd19fa8df5f22