Paper Citation Record · LEDGER

MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 37 inbound Pith citation observations for arXiv:2307.08715.

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

pith.paper-citation-record.v1
2307.08715 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 37 of 37 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:40:18.736547Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T01:47:31.647956Z

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 c5f1c862-6e97-40f6-ac36-9955d9dc47ed · inbound

"Do Anything Now": Characterizing and Evaluating In-The-Wild Jailbreak Prompts on Large Language Models cites this paper.

"Do Anything Now": Characterizing and Evaluating In-The-Wild Jailbreak Prompts on Large Language Models MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-17T08:39:28.154026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a3acd945-6bb3-4a14-a5ae-4adf0b1d625c · inbound

GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts cites this paper.

GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-15T06:25:21.048409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 10e49467-9e2f-4dbf-95b5-1e4d3a326017 · inbound

Whispers in the Machine: Confidentiality in Agentic Systems cites this paper.

Whispers in the Machine: Confidentiality in Agentic Systems MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-24T04:03:53.820558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4f5b30e4-f42a-463f-96ef-a15840a5a095 · inbound

A StrongREJECT for Empty Jailbreaks cites this paper.

A StrongREJECT for Empty Jailbreaks MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-16T21:28:02.807339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e4b584f3-269d-4e4c-9d5b-90fd0c37cd12 · inbound

Great, Now Write an Article About That: The Crescendo Multi-Turn LLM Jailbreak Attack cites this paper.

Great, Now Write an Article About That: The Crescendo Multi-Turn LLM Jailbreak Attack MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-18T02:12:41.510124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c88ede7e-1e5c-4a97-a2d8-46cb7f385a2f · inbound

Jailbreak Attacks and Defenses Against Large Language Models: A Survey cites this paper.

Jailbreak Attacks and Defenses Against Large Language Models: A Survey MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-15T02:20:44.597045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cf6edc23-015f-4d28-be21-1668db79df10 · inbound

On the Validity of Traditional Vulnerability Scoring Systems for Adversarial Attacks against LLMs cites this paper.

On the Validity of Traditional Vulnerability Scoring Systems for Adversarial Attacks against LLMs MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T23:40:18.736547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4907ea61-c84c-4ea3-8014-89b12d0fb983 · inbound

Layer-Level Self-Exposure and Patch: Affirmative Token Mitigation for Jailbreak Attack Defense cites this paper.

Layer-Level Self-Exposure and Patch: Affirmative Token Mitigation for Jailbreak Attack Defense MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-10T22:12:00.008280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61eb7d40-2757-4f15-aed8-30a48687bceb · inbound

Defense Against the Dark Prompts: Mitigating Best-of-N Jailbreaking with Prompt Evaluation cites this paper.

Defense Against the Dark Prompts: Mitigating Best-of-N Jailbreaking with Prompt Evaluation MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T18:31:14.091976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5bacc40-e2df-4e5e-a5be-90e2ac9abb2b · inbound

JBShield: Defending Large Language Models from Jailbreak Attacks through Activated Concept Analysis and Manipulation cites this paper.

JBShield: Defending Large Language Models from Jailbreak Attacks through Activated Concept Analysis and Manipulation MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T12:25:30.551145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37eb964d-83b0-48d2-b96b-bb82039b6d59 · inbound

Towards medical AI misalignment: a preliminary study cites this paper.

Towards medical AI misalignment: a preliminary study MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:52:15.531093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff06be60-b1ab-4ac7-b4c7-f3d678f2af6b · inbound

Beyond Jailbreaks: Revealing Stealthier and Broader LLM Security Risks Stemming from Alignment Failures cites this paper.

Beyond Jailbreaks: Revealing Stealthier and Broader LLM Security Risks Stemming from Alignment Failures MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:20.580018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e48964a-e6cf-40b9-95be-f7f0537b1c4b · inbound

SoK: A Comprehensive Security Analysis of Jailbreak Resilience in GPT and DeepSeek Models cites this paper.

SoK: A Comprehensive Security Analysis of Jailbreak Resilience in GPT and DeepSeek Models MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:55.350714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56ff5e57-e124-4244-94b6-d607d48c4265 · inbound

Towards terahertz nanomechanics cites this paper.

Towards terahertz nanomechanics MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T01:03:49.724134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad80f914-a20d-4181-b716-6065bec45b40 · inbound

ASTRA: Autonomous Spatial-Temporal Red-teaming for AI Software Assistants cites this paper.

ASTRA: Autonomous Spatial-Temporal Red-teaming for AI Software Assistants MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T01:04:32.814351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 992ff8f6-82d4-43a8-b028-e13f44571af0 · inbound

Invitation Is All You Need! Promptware Attacks Against LLM-Powered Assistants in Production Are Practical and Dangerous cites this paper.

Invitation Is All You Need! Promptware Attacks Against LLM-Powered Assistants in Production Are Practical and Dangerous MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T19:39:09.679117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5be04eb-7089-4b62-a33c-3f3cd94f841e · inbound

GUARD: Guideline Upholding Test through Adaptive Role-play and Jailbreak Diagnostics for LLMs cites this paper.

GUARD: Guideline Upholding Test through Adaptive Role-play and Jailbreak Diagnostics for LLMs MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T21:36:52.533755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4a909c0b-6654-4cbe-aebf-7d55ade6bc19 · inbound

Evaluating the Robustness of Retrieval-Augmented Generation to Adversarial Evidence in the Health Domain cites this paper.

Evaluating the Robustness of Retrieval-Augmented Generation to Adversarial Evidence in the Health Domain MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T10:44:10.439996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21332e49-ab08-4b7c-a50d-302f69aa472d · inbound

Breaking to Build: A Threat Model of Prompt-Based Attacks for Securing LLMs cites this paper.

Breaking to Build: A Threat Model of Prompt-Based Attacks for Securing LLMs MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T05:59:28.711730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9817fec3-0c68-4669-a3f1-b040e5fcea88 · inbound

SoK: Systematizing LLM Prompt Security: Taxonomies, Datasets, and Unified Evaluation of Attacks and Defenses cites this paper.

SoK: Systematizing LLM Prompt Security: Taxonomies, Datasets, and Unified Evaluation of Attacks and Defenses MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-04T09:25:38.849327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9727615b-4d51-444d-84bc-ad5fe86d2338 · inbound

A First Look at the Security Issues in the Model Context Protocol Ecosystem cites this paper.

A First Look at the Security Issues in the Model Context Protocol Ecosystem MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-18T06:12:26.320889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7f87a8d2-13a9-4d2c-a46b-7fedbaf66d6d · inbound

RACC: Representation-Aware Coverage Criteria for LLM Safety Testing cites this paper.

RACC: Representation-Aware Coverage Criteria for LLM Safety Testing MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-16T08:17:36.579007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 778da053-7351-4176-a8aa-1d7206303803 · inbound

Benchmark of Benchmarks: Unpacking Influence and Code Repository Quality in LLM Safety Benchmarks cites this paper.

Benchmark of Benchmarks: Unpacking Influence and Code Repository Quality in LLM Safety Benchmarks MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-21T12:10:06.523393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6040b3e6-516a-4706-8a89-5f5cf44ab93a · inbound

CoopGuard: Stateful Cooperative Agents Safeguarding LLMs Against Evolving Multi-Round Attacks cites this paper.

CoopGuard: Stateful Cooperative Agents Safeguarding LLMs Against Evolving Multi-Round Attacks MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:08:00.809212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 661e6200-45f7-414b-8900-1c9eef914f08 · inbound

JailWAM: Jailbreaking World Action Models in Robot Control cites this paper.

JailWAM: Jailbreaking World Action Models in Robot Control MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:05:48.118308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 97b0de2a-1632-41c3-b64d-fe7cbbe3554c · inbound

Dictionary-Aligned Concept Control for Safeguarding Multimodal LLMs cites this paper.

Dictionary-Aligned Concept Control for Safeguarding Multimodal LLMs MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:35:57.270894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ac8409fb-721a-4be8-a2d1-8cb4ad73d442 · inbound

Jailbreaking the Matrix: Nullspace Steering for Controlled Model Subversion cites this paper.

Jailbreaking the Matrix: Nullspace Steering for Controlled Model Subversion MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:46:04.231965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c2d1e8e1-e84d-4d89-8635-75834d9277cb · inbound

Fully Homomorphic Encryption on Llama 3 model for privacy preserving LLM inference cites this paper.

Fully Homomorphic Encryption on Llama 3 model for privacy preserving LLM inference MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T08:45:59.802236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 75ba162f-e48d-43e1-b0e0-ba920fa44074 · inbound

Pruning Unsafe Tickets: A Resource-Efficient Framework for Safer and More Robust LLMs cites this paper.

Pruning Unsafe Tickets: A Resource-Efficient Framework for Safer and More Robust LLMs MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-10T09:13:29.780129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 099872d2-fb7c-4e66-b714-db2a0499ef8d · inbound

Rewriting the Response Path: Silent Tampering and Provider-Signed Defense in BYOK LLM Agents cites this paper.

Rewriting the Response Path: Silent Tampering and Provider-Signed Defense in BYOK LLM Agents MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:15:38.478818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 60e41919-bd9a-424e-bcb9-6ec7bb29f550 · inbound

Rewriting the Response Path: Silent Tampering and Provider-Signed Defense in BYOK LLM Agents cites this paper.

Rewriting the Response Path: Silent Tampering and Provider-Signed Defense in BYOK LLM Agents MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-02T15:04:25.405741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c08f071-ba22-42e7-b94b-5fcfd5d0583e · inbound

SkillScope: Toward Fine-Grained Least-Privilege Enforcement for Agent Skills cites this paper.

SkillScope: Toward Fine-Grained Least-Privilege Enforcement for Agent Skills MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:21:08.978825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7fe1d23b-d502-45ac-9ad1-4109756ef5b5 · inbound

LASH: Adaptive Semantic Hybridization for Black-Box Jailbreaking of Large Language Models cites this paper.

LASH: Adaptive Semantic Hybridization for Black-Box Jailbreaking of Large Language Models MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-21T04:49:35.502471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c7e8521d-eb01-4c74-8bd5-9c8de7699127 · inbound

SlotGCG: Exploiting the Positional Vulnerability in LLMs for Jailbreak Attacks cites this paper.

SlotGCG: Exploiting the Positional Vulnerability in LLMs for Jailbreak Attacks MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 31

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T13:26:59.297030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation abe709be-cc72-428c-a433-d3fe323b70ff · inbound

What the Eyes See, the LLMs Miss: Exploiting Human Perception for Adversarial Text Attacks cites this paper.

What the Eyes See, the LLMs Miss: Exploiting Human Perception for Adversarial Text Attacks MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-03T01:47:31.649531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fe62a189-eca0-4386-96c1-2a54cc8a66c3 · inbound

How Jailbreak Attacks Inform Safety Alignment: A Defender-Centric, Shapley-Based Evaluation of Jailbreak Contributions cites this paper.

How Jailbreak Attacks Inform Safety Alignment: A Defender-Centric, Shapley-Based Evaluation of Jailbreak Contributions MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T18:54:54.483085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9fddcb5-449b-45cc-b026-56190ae5a93b · inbound

Stateful Cooperative Agents Safeguarding LLMs Against Evolving Multi-Turn Attacks cites this paper.

Stateful Cooperative Agents Safeguarding LLMs Against Evolving Multi-Turn Attacks MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T01:16:10.099322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.