Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T04:29:54.244745Z
Paper Citation Record · LEDGER
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation
As of 20 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 2 inbound Pith citation observations for arXiv:2505.01065.
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 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T14:59:21.115774Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-11T14:59:21.606635Z
Reference resolution
18 of 18 outbound references displayed
- verified exact0
- verified fuzzy17
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation ea9ca3b8-dc0a-477a-ae2d-83c8b015b3c6 · outbound
This paper cites A survey on software vulnerability exploitability assessment,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation A survey on software vulnerability exploitability assessment,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.588511Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 16e2ca52-90ce-458c-94bf-026c5cb15b0d · outbound
This paper cites Koobe: Towards facilitating exploit generation of kernel out-of-bounds write vulnerabilities,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Koobe: Towards facilitating exploit generation of kernel out-of-bounds write vulnerabilities,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.574838Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 25bbbe80-0a6f-49a1-88c5-64b6feb05401 · outbound
This paper cites Automatic generation of control flow hijacking exploits for software vulnerabilities,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Automatic generation of control flow hijacking exploits for software vulnerabilities,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.561551Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f991f8a0-3dd6-4364-9169-7b98be97007c · outbound
This paper cites Automatic patch-based exploit generation is possible: Techniques and implications.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Automatic patch-based exploit generation is possible: Techniques and implications
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.548724Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation af88af8c-f82d-468f-9624-ef0d84488642 · outbound
This paper cites Aeg: Automatic exploit generation,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Aeg: Automatic exploit generation,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.534722Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a1ccd026-348e-47d9-b9bd-ed4e639e840e · outbound
This paper cites Fuze: Towards facilitating exploit generation for kernel use-after-free vulnerabilities,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Fuze: Towards facilitating exploit generation for kernel use-after-free vulnerabilities,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.520615Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4a17078d-5c16-4b41-adef-c2e4e0ccbab6 · outbound
This paper cites Automated exploit generation for stack buffer overflow vulnerabilities,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Automated exploit generation for stack buffer overflow vulnerabilities,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.507338Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2e8041ab-56d3-4dfc-92df-a5c2665baff0 · outbound
This paper cites Automatic exploit generation for buffer overflow vulnerabilities,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Automatic exploit generation for buffer overflow vulnerabilities,
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.493371Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 76b3eb8c-256e-4371-8fea-17a96ecd9066 · outbound
This paper cites Toward automated exploit generation for known vulnerabilities in open-source libraries,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Toward automated exploit generation for known vulnerabilities in open-source libraries,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.478717Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 57b085b7-0d98-4787-ad42-4e4bedee8e43 · outbound
This paper cites Large language models for software engineering: A systematic literature review,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Large language models for software engineering: A systematic literature review,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.465079Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4648c16b-1e36-4b5c-8496-9140c91bebbc · outbound
This paper cites How well does llm generate security tests?.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation How well does llm generate security tests?
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T04:29:54.212225Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84c0efb3-9eb9-4c85-ade5-aef218334377 · outbound
This paper cites Pentestgpt: Evaluating and harnessing large language models for automated penetration testing,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Pentestgpt: Evaluating and harnessing large language models for automated penetration testing,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.450317Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e2d6bdbf-d8b5-4131-b894-f73ed706bfe2 · outbound
This paper cites Leveraging semantic relations in code and data to enhance taint analysis of embedded systems,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Leveraging semantic relations in code and data to enhance taint analysis of embedded systems,
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.434757Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6a6b88f9-af50-441c-8202-a9028e85e0ba · outbound
This paper cites Seed labs,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Seed labs,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.419720Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e00e9e8c-7c12-4717-abe2-8dcdeef5fa09 · outbound
This paper cites Explaining neural scaling laws,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Explaining neural scaling laws,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.404822Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d0d970f3-6ec2-457e-b47f-0de6bb92b7e7 · outbound
This paper cites A comprehensive study of jailbreak attack versus defense for large language models,.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation A comprehensive study of jailbreak attack versus defense for large language models,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.390071Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 74e11491-6780-4e73-9193-2b2cf2983e19 · outbound
This paper cites Get up and running with large language models.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Get up and running with large language models
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.362443Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d71657a1-e4b8-4071-92d6-167f4d0875c4 · outbound
This paper cites Available: https://api.semanticscholar.org/CorpusID: 267770234.
Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation Available: https://api.semanticscholar.org/CorpusID: 267770234
Reference 2024
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:29:54.375589Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Pith citing papers
Observation a750dab8-940a-44e0-bd63-468671c645fe · inbound
Knowdit: Agentic Smart Contract Vulnerability Detection with Auditing Knowledge Summarization cites this paper.
Knowdit: Agentic Smart Contract Vulnerability Detection with Auditing Knowledge Summarization Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T17:39:42.764726Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9316492-b658-4e01-b4c2-1351facc0ad4 · inbound
From Runnable to Verifiable: An Independent Reproducibility Study of LLM/Agent-Driven Vulnerability Validation Artifacts cites this paper.
From Runnable to Verifiable: An Independent Reproducibility Study of LLM/Agent-Driven Vulnerability Validation Artifacts Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation
Reference 4
- Resolution
- verified exact
- local_arxiv, observed 2026-08-11T14:59:21.609935Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.