Paper Citation Record · LEDGER

Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation

As of 17 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.

pith.paper-citation-record.v1
2505.01065 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:29:54.244745Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:59:21.115774Z

measured 0 of 1 external citation measurements

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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+00:00.