Paper Citation Record · LEDGER

LLM Cyber Evaluations Don't Capture Real-World Risk

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2502.00072.

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

pith.paper-citation-record.v1
2502.00072 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T23:10:11.025662Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T02:07:33.281632Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation cb5c6c48-7cbe-4570-96c3-612dbd8bfe28 · inbound

Can LLMs Hack Enterprise Networks? Autonomous Assumed Breach Penetration-Testing Active Directory Networks cites this paper.

Can LLMs Hack Enterprise Networks? Autonomous Assumed Breach Penetration-Testing Active Directory Networks LLM Cyber Evaluations Don't Capture Real-World Risk

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T23:10:11.025662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2064aa91-2129-48b3-b60f-39c01393918b · inbound

On the Surprising Efficacy of LLMs for Penetration-Testing cites this paper.

On the Surprising Efficacy of LLMs for Penetration-Testing LLM Cyber Evaluations Don't Capture Real-World Risk

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-06T21:10:06.577088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6374f621-c707-4497-b01a-f9b1c90a2c30 · inbound

The coordination gap in frontier AI safety policies cites this paper.

The coordination gap in frontier AI safety policies LLM Cyber Evaluations Don't Capture Real-World Risk

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-21T12:24:10.760233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dd764713-2be5-4852-b2a9-32a041fabb52 · inbound

Evaluation Cards: An Interpretive Layer for AI Evaluation Reporting cites this paper.

Evaluation Cards: An Interpretive Layer for AI Evaluation Reporting LLM Cyber Evaluations Don't Capture Real-World Risk

Reference 69

Resolution: verified exact; arxiv_id, observed 2026-07-03T02:07:33.283723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.