Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T05:30:24.992124Z
Paper Citation Record · LEDGER
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models
As of 23 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 1 inbound Pith citation observation for arXiv:2504.20612.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-26T08:06:08.808762Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T11:19:48.987803Z
Reference resolution
17 of 17 outbound references displayed
- verified exact0
- verified fuzzy15
- unresolved1
- parse uncertain1
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 77817bbe-ec0c-424b-b7f6-5e085a783ea3 · outbound
This paper cites Large language model assisted software engineering: prospects, challenges, and a case study,.
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models Large language model assisted software engineering: prospects, challenges, and a case study,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.193479Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation aa45461d-eb25-49c7-bc49-f266bbb71f6e · outbound
This paper cites [Accessed 20-03-2025].
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models [Accessed 20-03-2025]
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.182700Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 041bdb99-4cbe-4957-b126-63e7a58577d0 · outbound
This paper cites Meet Claude — anthropic.com.
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models Meet Claude — anthropic.com
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.172435Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 22161fa7-320c-4101-9a6b-a146909087a4 · outbound
This paper cites Llama — llama.meta.com.
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models Llama — llama.meta.com
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.161537Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b53efe49-3b55-4fa1-bb19-87b3e065496f · outbound
This paper cites Survey reveals ai’s impact on the developer experience.
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models Survey reveals ai’s impact on the developer experience
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.150004Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 95f182b1-8f3a-40fd-9967-f58940d62e0b · outbound
This paper cites Do users write more insecure code with ai assistants?,.
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models Do users write more insecure code with ai assistants?,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.132798Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9359158b-b2e7-4c79-92d0-ddcf78e5c49b · outbound
This paper cites Security Weaknesses of Copilot-Generated Code in GitHub Projects: An Empirical Study.
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models Security Weaknesses of Copilot-Generated Code in GitHub Projects: An Empirical Study
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T05:30:24.961869Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ade028ed-c9b8-4ae3-9832-cd783a6b7f62 · outbound
This paper cites What is the Log4j Vulnerability? — IBM — ibm.com.
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models What is the Log4j Vulnerability? — IBM — ibm.com
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.122204Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5a628640-2274-4ed6-ad17-a0a3ea58173c · outbound
This paper cites Llms in web development: Evaluat- ing llm-generated php code unveiling vulnerabilities and limitations,.
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models Llms in web development: Evaluat- ing llm-generated php code unveiling vulnerabilities and limitations,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.111736Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 35eb4920-fc44-4583-8b7a-e13bbc1f4068 · outbound
This paper cites How secure is code generated by chatgpt?,.
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models How secure is code generated by chatgpt?,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.101008Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c462fcf0-41a4-4d5c-a78f-c09d0f537cb3 · outbound
This paper cites deepseek.
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.090064Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ecdf306a-8694-477d-8089-80081abaada9 · outbound
This paper cites [Accessed 20-03- 2025].
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models [Accessed 20-03- 2025]
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.078947Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c74f4036-5f7b-4783-ab18-621f3c333f97 · outbound
This paper cites [Accessed 20-03-2025].
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models [Accessed 20-03-2025]
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.067712Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5258982a-fd9e-44a1-83c9-d408e6a20e3e · outbound
This paper cites [Accessed 20-03-2025].
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models [Accessed 20-03-2025]
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.056817Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9e6f9fc3-9c89-4bb0-98e1-ada2ea65aaae · outbound
This paper cites [Accessed 20-03-2025].
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models [Accessed 20-03-2025]
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.044976Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a89539d4-c167-4d85-b784-64bac492b50d · outbound
This paper cites Application of the matrix approach in risk assessment,.
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models Application of the matrix approach in risk assessment,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:30:25.034141Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1f7b2dca-de83-4820-a391-e32c51243fee · outbound
This paper cites an unresolved cited work.
The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models Unresolved cited work
Reference 2023
- Resolution
- parse uncertain
- no resolver link, observed 2026-08-16T05:30:24.954657Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 10af5f0d-0e34-41b3-b395-2263a695f5da · inbound
Understanding the (In)Security of Vibe-Coded Applications cites this paper.
Understanding the (In)Security of Vibe-Coded Applications The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T11:19:48.989750Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.