Paper Citation Record · LEDGER

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements

As of 5 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2605.10133.

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

pith.paper-citation-record.v1
2605.10133 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-12T03:07:39.556515Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

17 of 17 outbound references displayed

verified exact0
verified fuzzy4
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cfd681b2-e1bb-4bcf-ab43-4af81376603e · outbound

This paper cites an unresolved cited work.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:51:52.042343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c354621a-8f87-4175-8b0e-4b3247a60e7f · outbound

This paper cites an unresolved cited work.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:51:52.006066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6f61b788-cdb3-41af-9c8b-3b6ca8ea6bf2 · outbound

This paper cites an unresolved cited work.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:51:51.992990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6a6e4bdf-10de-49ab-b4a9-a588c84600da · outbound

This paper cites an unresolved cited work.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:51:52.010608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f592e9a1-5d3b-4397-a7c7-2ae589b28a11 · outbound

This paper cites explanation.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements explanation

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:51:51.967518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e5b306ce-9449-46c3-880d-fdd63863db12 · outbound

This paper cites an unresolved cited work.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:51:51.984068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e9ec488d-bb14-4292-98c9-9f36a5596575 · outbound

This paper cites an unresolved cited work.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:51:51.999106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5ee22085-5e59-4731-a3e2-33e7fc5b60b3 · outbound

This paper cites an unresolved cited work.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:51:51.980267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5975698e-fbd6-4390-8fcc-2b7444a9bffc · outbound

This paper cites an unresolved cited work.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:51:51.963380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9607ac37-985a-4f9a-b7b5-9477d13e9565 · outbound

This paper cites an unresolved cited work.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:51:52.014255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c370e5d1-9d1e-4e69-99b3-6a9193f5b944 · outbound

This paper cites Accept ANY form of rejection/error as valid defense.,→.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Accept ANY form of rejection/error as valid defense.,→

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:51:51.972422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation be8f1d75-4292-41a3-ae7f-6e0d8f6042ad · outbound

This paper cites an unresolved cited work.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:51:52.037511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8be0fd5f-af07-4641-8569-59aa5b973824 · outbound

This paper cites Output only the Python code for the new test function.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Output only the Python code for the new test function

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:51:52.047925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ebd9695c-0990-45e1-9f95-c06941c2cd1b · outbound

This paper cites an unresolved cited work.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:51:51.958951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation bf9c3f0b-328c-4ff1-9dc3-ae34af3b8fa6 · outbound

This paper cites an unresolved cited work.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:51:52.022336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 06519671-d573-4b07-be97-cf1be372b60b · outbound

This paper cites → ,→ ,→ 19 Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements (Only for Type 2).

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements → ,→ ,→ 19 Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements (Only for Type 2)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T20:51:51.988977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5d04f54b-e928-4ad9-a90a-0de4af5ae0fd · outbound

This paper cites an unresolved cited work.

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:51:52.027051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

No inbound Pith citation observations are available.