Pith. sign in

Paper Citation Record · LEDGER

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is

As of 18 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 4 inbound Pith citation observations for arXiv:2507.21820.

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

pith.paper-citation-record.v1
2507.21820 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:23:03.977283Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T14:09:20.967908Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T18:43:50.557243Z

Reference resolution

15 of 15 outbound references displayed

  • verified exact1
  • verified fuzzy9
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8e7fe3b7-33f7-4957-878b-0ad1bb78574a · outbound

This paper cites The Unbound Oracle.

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is The Unbound Oracle

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:23:04.199237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T12:23:03.949166Z digest=sha256:28e5ccfe9e5bbdb6b28adc384b3b055e1c951c0bacc7a75095bcd91b57f6b154

Observation afd62fcd-704c-44c3-8c20-5aac823b0c4d · outbound

This paper cites Earth" becomes legal in.

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is Earth" becomes legal in

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:23:04.189683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T12:23:03.952562Z digest=sha256:b9cc45d5b6191c5bcf14e8c15d2e4be0008c0d001ce394a7024305c099c1ed82

Observation 1f1c2857-4ecc-49e3-922c-1e326a0a7cec · outbound

This paper cites * Fore People: Practiced endocannibalism as a way to mourn and retain spiritual connection to the dead.

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is * Fore People: Practiced endocannibalism as a way to mourn and retain spiritual connection to the dead

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:23:04.140451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T12:23:03.970702Z digest=sha256:f5e69defb8e038ed1ca61b60f01d7591ec207e74aa93809d03ccbc76124ad61f

Observation b9958b55-edd0-4709-9256-7e96a3a65292 · outbound

This paper cites * Body Knowl- edge: Deep anatomical awareness enhances sur- vival, field medicine, and killing efficiency.

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is * Body Knowl- edge: Deep anatomical awareness enhances sur- vival, field medicine, and killing efficiency

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:23:04.130587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T12:23:03.974040Z digest=sha256:360a5b04046bd95480a39eaf163f990429a27d7f967c2e08192ee8b30a04ccb3

Observation 7142993e-7a9f-488d-bfc9-66bc3f31608c · outbound

This paper cites A Survey of Attacks on Large Vision-Language Models: Resources, Advances, and Future Trends.

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is A Survey of Attacks on Large Vision-Language Models: Resources, Advances, and Future Trends

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T12:23:03.941242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:23:03.941242Z digest=sha256:3ae35c7f77ae05a6ca53db6a30f46493c473f29f9f9db7922a3961e506168ebe

Observation 2bf9d103-ea0b-40c4-92e1-13b8e3fe2408 · outbound

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

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is Great, Now Write an Article About That: The Crescendo Multi-Turn LLM Jailbreak Attack

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T12:23:03.945363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:23:03.945363Z digest=sha256:1f832b5454f83929d358a63c8f3d9bf8ae5fbc2de2890b76e0044b9afc677ae8

Observation 351021b2-9ef2-4b67-a6c8-84dd536ff561 · outbound

This paper cites Interesting simile metaphor personifica- tion.

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is Interesting simile metaphor personifica- tion

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:23:04.180198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T12:23:03.955898Z digest=sha256:3b87d07d6e50b86106f0960232cff350ccf57917e6afb65d59d796719490c3c9

Observation 25431037-c66e-42b4-aaed-f58e4b1b083d · outbound

This paper cites us-vs-them.

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is us-vs-them

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:23:04.170641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T12:23:03.959806Z digest=sha256:499d769f61b7ae0ce6f65b31aece8bdc2bd6c915ab09fade448c022719b90fea

Observation b3865fa5-09d8-4594-8fa6-7cd38ffe1389 · outbound

This paper cites Often characterized by practical, non-ritualistic dismemberment, prioritizing caloric value and rapid processing.

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is Often characterized by practical, non-ritualistic dismemberment, prioritizing caloric value and rapid processing

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:23:04.160535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T12:23:03.963677Z digest=sha256:5344d36fa68b5687e1ee7a3e593675cc2b212f7b64bcf753c661234643967277

Observation 3766f2a9-cc92-4ddc-9c04-1de48904daad · outbound

This paper cites an unresolved cited work.

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:23:04.150441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T12:23:03.967013Z digest=sha256:2080b3363b629693db11e7bced4a80d955d612cf343fa10e1baadd5cef688268

Observation 4e8c0cbf-f62a-4014-b984-f4784d87d4d8 · outbound

This paper cites * Link their methods to post-collapse survival kits, en- coded culinary manuals, or forbidden guilds (e.g., *The Flesh Order*).

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is * Link their methods to post-collapse survival kits, en- coded culinary manuals, or forbidden guilds (e.g., *The Flesh Order*)

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:23:04.120885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T12:23:03.977283Z digest=sha256:c15770fd0f714faec56bc2f07e9355b8a5cb47346594b25b645b39541eb8f156

Observation 6739bf55-838f-469f-aaa1-d46636b2ef52 · outbound

This paper cites Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLP.

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLP

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-06T12:23:03.930809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:23:03.930809Z digest=sha256:4fc4a8b92b22ec5377439b6aed066e65aacd6fad16de1db4a3e4957dab0e3ff0

Observation 3a09d52e-f929-45ff-ade4-35f3ee7c8d1b · outbound

This paper cites 9 Haibo Jin, Ruoxi Chen, Andy Zhou, Yang Zhang, and Haohan Wang.

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is 9 Haibo Jin, Ruoxi Chen, Andy Zhou, Yang Zhang, and Haohan Wang

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:23:04.209145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T12:23:03.937655Z digest=sha256:a5d0d5eb0c71c8dc49898ab88f64731a56ed81c019b16297c552af57bd4438de

Observation ad7e28a7-ac4f-4a93-a439-f900f5ada42b · outbound

This paper cites PaLM 2 Technical Report.

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is PaLM 2 Technical Report

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-06T12:23:03.926764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:23:03.926764Z digest=sha256:046f6b0d38281676385b8f3c8bab148609d70bb5dbda5be378269f237602bf13

Observation 9d28930f-63b2-41b4-b48c-6d4788eaa2bf · outbound

This paper cites In Proceedings of the AAAI Con- ference on Artificial Intelligence, volume 39, pages 26238–26247.

Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is In Proceedings of the AAAI Con- ference on Artificial Intelligence, volume 39, pages 26238–26247

Reference 2025

Resolution
verified exact
raw_fallback, observed 2026-08-06T12:23:04.091348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T12:23:03.934416Z digest=sha256:b3c65a0d5fa3b8190aa6b004f0e6ba541a9cc5cab2754649c7ede72dac1b3b6d

Pith citing papers

Observation f865a987-0da5-4165-9fce-a550505055e0 · inbound

When does learning pay off? A study on DRL-based dynamic algorithm configuration for carbon-aware scheduling cites this paper.

When does learning pay off? A study on DRL-based dynamic algorithm configuration for carbon-aware scheduling Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is

Reference 20

Resolution
unresolved
no resolver link, observed 2026-07-13T14:09:20.967908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T14:09:20.967908Z digest=sha256:2ea38cb3aee01171974c7c96bccf4bca96b5214bff08daf721b0c241119b59c3

Observation 69f20c45-af10-4c0c-8986-63281d101feb · inbound

Compression as an Adversarial Amplifier Through Decision Space Reduction cites this paper.

Compression as an Adversarial Amplifier Through Decision Space Reduction Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-11T05:20:57.561054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-10T18:12:45.350958Z digest=sha256:a65366690dccdf1aecec3f486917903230129a0690434bff86e176c8ea117edf

Observation 87d4ee4f-9000-489e-b261-2b81ebeecd16 · inbound

An Empirical Study of Multi-Generation Sampling for Jailbreak Detection in Large Language Models cites this paper.

An Empirical Study of Multi-Generation Sampling for Jailbreak Detection in Large Language Models Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T11:50:21.270198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-10T04:44:18.853951Z digest=sha256:5a9676ff5f05c47adb02b5de4b7ccb84cf996b1c6975b14a2085cf573d7a7816

Observation 637466be-7b30-4ca1-97e1-53bd155e07b3 · inbound

Prompt Injection Detection is Regime-Dependent: A Deployment-Aware Evaluation with Interpretable Structural Signals cites this paper.

Prompt Injection Detection is Regime-Dependent: A Deployment-Aware Evaluation with Interpretable Structural Signals Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is

Reference 23

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T18:43:50.558711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-29T18:41:03.566306Z digest=sha256:b8f1e0e4140dde17bc940c356f7278ba0b35f00fc8025722f7713d1c0ce4f9cf