Paper Citation Record · LEDGER

Prompt Optimization and Evaluation for LLM Automated Red Teaming

As of 15 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 2 inbound Pith citation observations for arXiv:2507.22133.

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

pith.paper-citation-record.v1
2507.22133 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:05:46.250756Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-14T19:10:29.055784Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

17 of 17 outbound references displayed

verified exact1
verified fuzzy2
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 0a10d8f3-0540-4fec-9b09-19af5d022e82 · outbound

This paper cites online" 'onlinestring :=.

Prompt Optimization and Evaluation for LLM Automated Red Teaming online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T12:05:46.180039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77b2e058-edc3-4a71-8418-7c7258ee1ffa · outbound

This paper cites write newline.

Prompt Optimization and Evaluation for LLM Automated Red Teaming write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T12:05:46.185204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d00fcb5-66e4-4aaa-ba4b-e3cecf37cf1a · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Constitutional AI: Harmlessness from AI Feedback

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T12:05:46.189991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b3cc212-4c4e-4cf8-a69d-ef7b53e2c24c · outbound

This paper cites an unresolved cited work.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:05:46.490866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6d96c2f6-a038-44ed-acde-c40bd9c505a7 · outbound

This paper cites an unresolved cited work.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:05:46.477893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9c31862a-440d-43d3-8a8e-0e2ba5e6b425 · outbound

This paper cites an unresolved cited work.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:05:46.464648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d784ad68-9ce5-439c-a2fa-f173d9a8de7d · outbound

This paper cites an unresolved cited work.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:05:46.449954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 74468343-915f-439f-bbc9-4da4bc4cc203 · outbound

This paper cites Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T12:05:46.212707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecf8ed1f-c59c-4270-9533-d2447a0c3f31 · outbound

This paper cites an unresolved cited work.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:05:46.434170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation edbfccfb-2fe5-49a1-bc06-4dd593fa6858 · outbound

This paper cites Against The Achilles' Heel: A Survey on Red Teaming for Generative Models.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Against The Achilles' Heel: A Survey on Red Teaming for Generative Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T12:05:46.221672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce3b1202-b53d-4a46-90e8-3066da0aec7e · outbound

This paper cites HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal.

Prompt Optimization and Evaluation for LLM Automated Red Teaming HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T12:05:46.225871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13328973-fd03-4629-b268-aa325f496faf · outbound

This paper cites Perez, S.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Perez, S

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:05:46.420058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 10a729b8-9f67-43ad-935a-ba12a28e2581 · outbound

This paper cites Perez and I.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Perez and I

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:05:46.406067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6da7c890-82d0-437e-9604-e941620834f9 · outbound

This paper cites an unresolved cited work.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:05:46.391912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5f44b156-5d74-4f04-922f-d8b7a372dca7 · outbound

This paper cites Large Language Models as Optimizers.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Large Language Models as Optimizers

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T12:05:46.242449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c324503-430a-449f-b7b4-c7bd8470add1 · outbound

This paper cites an unresolved cited work.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Unresolved cited work

Reference 16

Resolution: verified exact; doi, observed 2026-08-06T12:05:46.285856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2aa615e9-fbfc-4212-a19e-065c02affcca · outbound

This paper cites an unresolved cited work.

Prompt Optimization and Evaluation for LLM Automated Red Teaming Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:05:46.376382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

Observation c2d44772-5c08-4bc7-b1bd-b41b631ade68 · inbound

Beyond "I cannot fulfill this request": Alleviating Rigid Rejection in LLMs via Label Enhancement cites this paper.

Beyond "I cannot fulfill this request": Alleviating Rigid Rejection in LLMs via Label Enhancement Prompt Optimization and Evaluation for LLM Automated Red Teaming

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-11T04:15:55.743527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9a7616a8-06b8-408c-adf4-5ef6ded76531 · inbound

Quantifying LLM Safety Degradation Under Repeated Attacks Using Survival Analysis cites this paper.

Quantifying LLM Safety Degradation Under Repeated Attacks Using Survival Analysis Prompt Optimization and Evaluation for LLM Automated Red Teaming

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-14T19:12:50.258117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.