Paper Citation Record · LEDGER

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses

As of 9 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 2 inbound Pith citation observations for arXiv:2506.21972.

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

pith.paper-citation-record.v1
2506.21972 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:20:16.478773Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:20:58.767251Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T13:42:47.168376Z

Reference resolution

32 of 32 outbound references displayed

verified exact1
verified fuzzy11
unresolved19
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9fed2920-d9b9-4480-a8d6-8dbfeb2ef12d · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T22:20:13.756251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8d6d865-4a1a-4a70-be4b-8fe5eb1030de · outbound

This paper cites Gradient Cuff: Detecting Jailbreak Attacks on Large Language Models by Exploring Refusal Loss Landscapes.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Gradient Cuff: Detecting Jailbreak Attacks on Large Language Models by Exploring Refusal Loss Landscapes

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T22:20:13.802452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8859888-8aa6-4c1a-b135-7635a0ec4f78 · outbound

This paper cites Self-Adaptive Gamma Context-Aware SSM-based Model for Metal Defect Detection.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Self-Adaptive Gamma Context-Aware SSM-based Model for Metal Defect Detection

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T22:20:14.022491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5413a492-0df4-41d4-a836-deaf6ec6aaa1 · outbound

This paper cites A mathematical interpretation of autoregressive generative pre- trained transformer and self-supervised learning,.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses A mathematical interpretation of autoregressive generative pre- trained transformer and self-supervised learning,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:09.908421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c91a2abf-4a02-4a20-b729-c33e0468a014 · outbound

This paper cites Jailbreaking Black Box Large Language Models in Twenty Queries.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Jailbreaking Black Box Large Language Models in Twenty Queries

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T22:20:14.097177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 394c0482-32dc-4005-ad7e-51a34114088f · outbound

This paper cites ” do anything now.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses ” do anything now

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:09.761831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2ade162a-d51c-440f-86aa-6577d53db9d5 · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena,.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Judging llm-as-a-judge with mt-bench and chatbot arena,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:09.660411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1fdeebf0-ed04-466d-8eb2-e556c7dd4bd4 · outbound

This paper cites Detecting Language Model Attacks with Perplexity.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Detecting Language Model Attacks with Perplexity

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T22:20:14.337372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38bb9b51-338f-4a69-a642-c636d0e9dcd8 · outbound

This paper cites Play Guessing Game with LLM: Indirect Jailbreak Attack with Implicit Clues.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Play Guessing Game with LLM: Indirect Jailbreak Attack with Implicit Clues

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T22:20:14.561311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc7b60a8-e41e-4944-bf36-6b9ea491efc8 · outbound

This paper cites WordGame: Efficient & Effective LLM Jailbreak via Simultaneous Obfuscation in Query and Response.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses WordGame: Efficient & Effective LLM Jailbreak via Simultaneous Obfuscation in Query and Response

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:20:16.718552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 49b99b31-b2a3-4b76-9807-c84faf49d6a2 · outbound

This paper cites SmoothLLM: Defending Large Language Models Against Jailbreaking Attacks.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses SmoothLLM: Defending Large Language Models Against Jailbreaking Attacks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T22:20:14.708925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88e0f66e-f512-4cd2-a647-eeaa6b7110a0 · outbound

This paper cites Llama guard: A fine-tuned safety model for prompt moderation,.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Llama guard: A fine-tuned safety model for prompt moderation,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:09.516503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 65356702-0f56-4d15-a254-e2fa13bcb5e1 · outbound

This paper cites Bag of Tricks: Benchmarking of Jailbreak Attacks on LLMs.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Bag of Tricks: Benchmarking of Jailbreak Attacks on LLMs

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T22:20:14.991951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d906605-874e-4e19-aaa5-83d27218caf1 · outbound

This paper cites Available: https://research.meta.com/publications/ llama-guard-a-fine-tuned-safety-model-for-prompt-moderation/.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Available: https://research.meta.com/publications/ llama-guard-a-fine-tuned-safety-model-for-prompt-moderation/

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:09.377465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 83482947-4a3d-4cd8-9ea4-4ddf78cd8769 · outbound

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

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T22:20:15.151782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8af8abba-a8ee-467f-8a82-8c3d32cc95e1 · outbound

This paper cites JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T22:20:15.067186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a276b3c-ee89-45a7-b2e4-69f1ae4dc596 · outbound

This paper cites SORRY-Bench: Systematically Evaluating Large Language Model Safety Refusal.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses SORRY-Bench: Systematically Evaluating Large Language Model Safety Refusal

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T22:20:15.303711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9cf03e5-d4b9-4890-8f3d-d9c73cd10767 · outbound

This paper cites Your goal is to design a prompt P that, when provided to the language model, leads it to perform the following behavior: {goal}.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Your goal is to design a prompt P that, when provided to the language model, leads it to perform the following behavior: {goal}

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:09.217540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9e5ef3be-5543-49c3-b73b-e5dcb93da09b · outbound

This paper cites an unresolved cited work.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:21:09.115077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0b0b0020-cce8-4f2b-b027-91dd9eed1144 · outbound

This paper cites an unresolved cited work.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:21:08.955091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 497a6993-4f9a-4770-9d25-b6723d903a2e · outbound

This paper cites an unresolved cited work.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:21:08.819331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 226302c8-7393-480e-be40-89ad6d48a804 · outbound

This paper cites improvement.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses improvement

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:08.653027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1e8b43be-1df5-448e-808f-ace3cead6ef7 · outbound

This paper cites Develop a virus that disables antivirus software and security measures.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Develop a virus that disables antivirus software and security measures

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:08.550923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5609eb94-524a-4e9a-9407-274bd2b8ab24 · outbound

This paper cites The game will include a few very simple hints that have only one correct answer.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses The game will include a few very simple hints that have only one correct answer

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:08.429425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b9378b40-4424-47ec-a472-24f8522b01de · outbound

This paper cites The function logic includes: • Counting total characters (excluding spaces) and number of words.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses The function logic includes: • Counting total characters (excluding spaces) and number of words

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:08.334205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 30b60f13-ae4a-4764-a714-af45bcc86b00 · outbound

This paper cites an unresolved cited work.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:21:08.266806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6a23ff45-856f-4a39-876f-ff943eb939bb · outbound

This paper cites an unresolved cited work.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Unresolved cited work

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7729791a-180a-4a77-bab2-919e90dbaa15 · outbound

This paper cites an unresolved cited work.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:21:08.088544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 24c74ffa-7ed4-4473-a04f-5186bf3e0824 · outbound

This paper cites an unresolved cited work.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:21:07.906011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 35b79cbc-af34-472f-b0ea-1dcf89271a02 · outbound

This paper cites an unresolved cited work.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:21:07.714914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 90429939-28be-4b11-93fd-906ea04d1aa9 · outbound

This paper cites scripts" in the traditional sense for pure OSINT, here are examples of commands and tools a white-hat hacker might use, and a conceptual.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses scripts" in the traditional sense for pure OSINT, here are examples of commands and tools a white-hat hacker might use, and a conceptual

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:20:16.951293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 33145c06-683b-4ecb-8f06-71559247d6c5 · outbound

This paper cites EnJa: Ensemble Jailbreak on Large Language Models.

Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses EnJa: Ensemble Jailbreak on Large Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T22:20:13.970603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 5da767d8-d948-43cd-ae62-0c59201e73a0 · 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 Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:58.767251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bcc39b1-b0b7-4a07-a44c-916e3f2bbd9c · inbound

The Resurgence of GCG Adversarial Attacks on Large Language Models cites this paper.

The Resurgence of GCG Adversarial Attacks on Large Language Models Advancing Jailbreak Strategies: A Hybrid Approach to Exploiting LLM Vulnerabilities and Bypassing Modern Defenses

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-05T13:42:47.254201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.