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Paper Citation Record · LEDGER

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach

As of 22 August 2026, this Paper Citation Record lists 83 of 83 outbound references and 1 inbound Pith citation observation for arXiv:2412.02159.

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

pith.paper-citation-record.v1
2412.02159 v1

Coverage vector

measured 83 of 83 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:51:32.315888Z

measured 84 of 84 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:27:30.608690Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T23:27:30.739107Z

Reference resolution

83 of 83 outbound references displayed

  • verified exact1
  • verified fuzzy34
  • unresolved47
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4392db44-522a-463b-8930-15df9fe7ee00 · outbound

This paper cites Alon and M.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Alon and M

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:31.965606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:31.965606Z digest=sha256:77054ad4d963a533572ce0d9a83c0ba98eb49d209a9ba3bda80a5ad45c66fded

Observation 9137df4a-c4ea-4494-9e4d-5e9121bb4561 · outbound

This paper cites Andriushchenko, F.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Andriushchenko, F

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:31.970014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:31.970014Z digest=sha256:5415fd0f8d5f62455303984e15ff6a532313e73178f5a8eb826d289857835802

Observation ce833e51-7700-44bf-969e-59d9a27a5dd3 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:31.974158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:31.974158Z digest=sha256:85bc53f1d2d6888e903bc3a6a494e1fbde0b0c63c3a619d94406141e801324f9

Observation bd581bac-fa8d-4407-84d0-7dee170142cf · outbound

This paper cites Introducing the next generation of claude, 2024.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Introducing the next generation of claude, 2024

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.620906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:31.978534Z digest=sha256:67bd5211614a790d91c98d94d93683e0065c811ccbfa5e76e8432d8568f654b2

Observation 23ad0a0d-1512-46db-8fdf-04648ce15494 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.608392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:31.982974Z digest=sha256:3eac4ab7c2df1a2973b27360718b10621b3e911d906e218848e979ab40cc395c

Observation 5259bb9e-5e72-46eb-b34e-945fe79c54c1 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.594728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:31.987146Z digest=sha256:2814b3da684804a89033ed13ebccdedf0b2eac1ad61a45b1eb04930943e36df0

Observation 0948c38b-d323-4e1a-9b13-79fefe4f7e90 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.577939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:31.991533Z digest=sha256:e2ef0c5627328be6d118cac325620968566e04ed54a8b58e7350efa7779d91c9

Observation 71150b7f-2cd7-4c97-a004-9692826595b1 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.559523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.000675Z digest=sha256:9f0dc7ae08dbbb5f7a6cf3af53b21aaa2e20b11946d68aa9ac03d84c4c7a3b4e

Observation 1d0ff769-7ace-42bc-a70d-4516b7d7a134 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.538751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.005145Z digest=sha256:8d17576e4e9b71f5863a3ab40c422cea334d47dc01406a4ec06557287175888e

Observation 41a2a82f-c303-4958-b35f-235fa72200a1 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.526408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.009136Z digest=sha256:f70969ca0cf78347be07cfbcd9cc79488beff8c158a286348c246b6daaf4cc3d

Observation a807335d-5ac9-4ff6-9a16-97c88c0f9d1a · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.512842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.013372Z digest=sha256:a8537cacc19cd878f43d7e939bb3cab1715c12e5bd93d92ed19da5ddf01a738e

Observation b518ee8f-8a67-4cde-8d12-76841c8f2f61 · outbound

This paper cites Geiping, A.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Geiping, A

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.500935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.017280Z digest=sha256:a9cfa787ebfb498574a3ae38972fd77cc80c198747865ed79b714158c4475bbf

Observation 73a24637-2d60-4afc-af9a-06b05b22ebff · outbound

This paper cites Hines, G.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Hines, G

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.487843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.021903Z digest=sha256:a78504b575448a61212c7ea13e81b70959469c9f7e6497cae004230a58160229

Observation d1d99524-1473-4a4b-b779-a3f2b88d031c · outbound

This paper cites Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:32.025978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:32.025978Z digest=sha256:dfa709f2010e220f1734100dbec054e510ff324c9012c2276a6b2ac7505c35fc

Observation e0faf4de-cf93-4aa4-bf8b-729ce0131d8d · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.474791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.030475Z digest=sha256:1f80e8ed0988c19aa0a253749fe43268340ac6d9cde049636d8e2e70b5d18893

Observation 72fddfc2-e831-4fd2-8235-9b6b15a424b1 · outbound

This paper cites Jones, A.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Jones, A

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.459372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.034244Z digest=sha256:f8ff770d0358d64a78da86d2a1e5093388931d107ab4e19bcffc3130320733cb

Observation b4b2bfae-e483-4fc0-a0c6-71048746c6dd · outbound

This paper cites LLM Defenses Are Not Robust to Multi-Turn Human Jailbreaks Yet.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach LLM Defenses Are Not Robust to Multi-Turn Human Jailbreaks Yet

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:32.038006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:32.038006Z digest=sha256:942473a21fd2a8d3264ca4ad15b40fa1e1ab73d068e89be3c7f2b7aa9247ac39

Observation 74cc0870-f16a-4956-8708-1665abe121c9 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.442068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.043013Z digest=sha256:1ed8e9ccdccf9670851e33a112d431b360a7da20f96df4913d8beded4a22bcc2

Observation 9a8301d8-1953-4ad7-91e7-ad6c3a603d95 · outbound

This paper cites Mangaokar, A.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Mangaokar, A

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.419983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.047598Z digest=sha256:82359174ce6b4477f48e5e6cdf04dd3aa6b88589bd001a8bde3f3825deda5141

Observation 95135d01-ee22-427f-8674-121f4cab011d · outbound

This paper cites Mazeika, L.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Mazeika, L

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:32.051741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:32.051741Z digest=sha256:094491131c609293ce4f3fee35bde4a5134358dd6142ccf4101c248626d91be7

Observation 79f98c74-1ea9-4477-8cbb-9f70e0fe8a3a · outbound

This paper cites Achiam, S.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Achiam, S

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.388313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.055762Z digest=sha256:f993014c86974aec9d936a436116b0a2c1a50999c43b0206b5523e567c077af8

Observation 6d3acd58-d410-49a5-81f2-bbe8189663dc · outbound

This paper cites Training language models to follow instructions with human feedback.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Training language models to follow instructions with human feedback

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:32.059472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:32.059472Z digest=sha256:fe0607c77cefd69100ff08a848d4e5f4cb2ce147b2900dcc9807a358e34cdc3c

Observation eb7acc46-673b-428a-80bc-73a00c6990a3 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.374092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.063917Z digest=sha256:7fcb39be4216108297bb94bbf161451454fb5b63233ffe93684ee027ab28b2a2

Observation 1a3fde7e-dc51-4f39-8b7d-e4701a3b9df3 · outbound

This paper cites Open Problems in Technical AI Governance.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Open Problems in Technical AI Governance

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:32.068198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:32.068198Z digest=sha256:bfbc309e35e8e9e3024cbb77df3ffdd3bd550b44ff3f46c4188fa1104302519c

Observation bf3157df-f591-4ddf-baff-a9e3c11d9055 · outbound

This paper cites Robey, E.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Robey, E

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.358609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.072417Z digest=sha256:e14746ed3b9c83f1879d99e1cfdafed38a7741dd656e46fa57375d297d330e81

Observation 4ec79f9f-c281-4d6d-a5e7-f3dd93798f52 · outbound

This paper cites Failures to Find Transferable Image Jailbreaks Between Vision-Language Models.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Failures to Find Transferable Image Jailbreaks Between Vision-Language Models

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:32.076160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:32.076160Z digest=sha256:67488b5b1f7aaac7610548d2061bc421a9fcbe4a84424f20442a77f9d5eeff74

Observation 67a05069-482a-45bc-a08e-1af419f44b60 · outbound

This paper cites Ignore This Title and HackAPrompt: Exposing Systemic Vulnerabilities of LLMs through a Global Scale Prompt Hacking Competition.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Ignore This Title and HackAPrompt: Exposing Systemic Vulnerabilities of LLMs through a Global Scale Prompt Hacking Competition

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:32.080525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:32.080525Z digest=sha256:4d1b2dc0bc8a3ed9cf6da6be23d71ff4fb44bc466e34f95428b1ea5b512e82fc

Observation e455ea36-02a5-44cd-bdc1-97decb9159db · outbound

This paper cites Souly, Q.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Souly, Q

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.337970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.084591Z digest=sha256:60ca1ea0bc074c98e66e41f4bdc3639d36f8860433367f40bd0c6169f4e66b8d

Observation 3496fd21-2eb8-4f78-b1ae-65b3ddafe423 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.323252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.089087Z digest=sha256:4d951b5c12071c94c880c2bd91797cb756dd073af51a591414fa6f81b7530af0

Observation f37e2158-1a51-4bde-b6f0-7f75d7be96c4 · outbound

This paper cites Touvron, L.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Touvron, L

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.312046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.092932Z digest=sha256:2012a6fec03dd42397bf77c0b7bc8995f2bfe959f90db4309aadc51c96d2af71

Observation 3de5f5d2-a028-4c46-ba3f-3c41d43bd659 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.300562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.096524Z digest=sha256:d8c7706656695b15ee24b0e7141569b78b92586b6c4c0a99143e8c9ee3ed2510

Observation c3e6ce45-5b27-45e9-ba42-a06cf404d3d7 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.288701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.100319Z digest=sha256:f5dea4f688a2d182f8e9855c337261250852c46562d329bc132d91f4969e0fec

Observation 535a2425-8c4a-42f5-b76f-d964303c34a2 · outbound

This paper cites On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:32.104239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:32.104239Z digest=sha256:85646a8ee950c3697e90f0be486d8b46b507865dc0e05f9c8c836a305992142b

Observation a9249f91-8e7a-43ea-aa12-8eb4cb656b99 · outbound

This paper cites Factor of safety — Wikipedia, the free encyclopedia,.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Factor of safety — Wikipedia, the free encyclopedia,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.277069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.108384Z digest=sha256:444ff8efdb7da5137296fbc9be2e43552e602a103b94e789b237702fe14fd3ea

Observation 1e166a9c-94d7-4862-bd38-82ced8229d5a · outbound

This paper cites Willison.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Willison

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.252881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.116790Z digest=sha256:c2cf6caf98fdd0523d39507207cd864406474bdd293e0ad1f576d96964890935

Observation 1618be9d-c363-40cd-8099-01a126ebd20f · outbound

This paper cites [Online; accessed 31-May-2024].

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach [Online; accessed 31-May-2024]

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.265511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.112727Z digest=sha256:eeba4f75c1ed3dff1ffd7aa2c08a3b6612154a0a5687db41c627bd23f103fa5d

Observation bff08a87-dbad-42db-853b-85bda5475bd6 · outbound

This paper cites How Johnny Can Persuade LLMs to Jailbreak Them: Rethinking Persuasion to Challenge AI Safety by Humanizing LLMs.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach How Johnny Can Persuade LLMs to Jailbreak Them: Rethinking Persuasion to Challenge AI Safety by Humanizing LLMs

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:32.124584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:32.124584Z digest=sha256:7a3d09d54d4be930a3d90b9ab57acc91e190b7869c89b5083c00ae76182148d4

Observation d110ee4c-c2f8-4215-994d-39066c5118a3 · outbound

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

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:32.120593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:32.120593Z digest=sha256:0c663f420b15dd8692a7a955a8077f4b95dfabd5ef1ab59d02eeb1ebc0e6dc60

Observation 1f45a295-fba9-4d85-84af-1fc1044d8c03 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.233533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.132489Z digest=sha256:fa6327df1f920d924ef893e4462ddd2ca04b66b19842fdd7a8480900adb81521

Observation 7f30cf10-e118-40f6-a7ae-12fbb76d126e · outbound

This paper cites PromptRobust: Towards Evaluating the Robustness of Large Language Models on Adversarial Prompts.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach PromptRobust: Towards Evaluating the Robustness of Large Language Models on Adversarial Prompts

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:32.128547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:32.128547Z digest=sha256:e222f7e6d46b5575ee8ba1602ecf5c3df4b7470e9d5706827cff6cd4f6a8d427

Observation 1cf91f59-3917-4db7-8f54-d1d43947ff41 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.202038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.139608Z digest=sha256:f8a3deebdfbd325853819456c81f68f62698819d6b52f27799ee5d43f2177303

Observation f4237d57-fecb-4ece-a402-4542ed81bd07 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.218546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.136019Z digest=sha256:cb09d46a66a17a6dc11e35e91c7dfad43cf5b51fcb5c14647aa3c150a328198a

Observation 6c963878-fb53-4229-a7c8-6ea21b92c6ea · outbound

This paper cites Improving Alignment and Robustness with Circuit Breakers.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Improving Alignment and Robustness with Circuit Breakers

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:32.144681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:32.144681Z digest=sha256:c58051eb6fb156092896fb1f4352a99caf7bf7f938f4a9c67fa636f0e9118062

Observation 2c084189-3936-4336-9b9b-e469f7792152 · outbound

This paper cites Our work is also similar in spirit to some existing jailbreak benchmark projects [ 20, 9] since we are also trying to compare the efficacy of different defenses and attacks.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Our work is also similar in spirit to some existing jailbreak benchmark projects [ 20, 9] since we are also trying to compare the efficacy of different defenses and attacks

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.188352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.148943Z digest=sha256:ded5e122e8dcf2ad73a7d127806dadb9d80ae3317051db30c8b0c5383bdf1fde

Observation 1908b3c7-eac1-4c21-b0f6-f1b535cb7a55 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:33.173594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.153848Z digest=sha256:47e5839a12777c66a0cdd6fc4d67b1f952162693725cad7389a2404cbf9624fa

Observation ad225d11-7de5-48e3-930a-80afa024a1d7 · outbound

This paper cites reasonable amount of time.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach reasonable amount of time

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.158781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.157858Z digest=sha256:56d1c07615c32164d9a0d745fb1c3528c76c7a5a97a15bf85e4a03c8966984a7

Observation 4d81fe3e-5c7d-4db5-8aaa-df6be59921f4 · outbound

This paper cites The first type of attack we rule out is convincingMd to repeat information already contained in x.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach The first type of attack we rule out is convincingMd to repeat information already contained in x

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.143315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.161887Z digest=sha256:c909d3f29e7ebe8c1e957f51c81b4dd7be4d5dcc5b05da8d8a9837800c70caaf

Observation ba90e1df-6298-42b1-a231-4ba2ef96e177 · outbound

This paper cites This is because any automated evaluation can be trivially aced by using the automated evaluator as a filtering criterion.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach This is because any automated evaluation can be trivially aced by using the automated evaluator as a filtering criterion

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.124893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.165767Z digest=sha256:7e8f3e9e5706c7e9b8c9d8d3ddf38d51b78ad9e5e940c31eb195287bfed7e22b

Observation a7f3c971-c68d-41b2-bf1f-cffa262b61e7 · outbound

This paper cites judged by a human.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach judged by a human

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.110911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.169744Z digest=sha256:ae6c3f40ccff3ccd21bd1708f7109647133f660e79e23ba79107b5a746325aa5

Observation 5cb76df4-4ce6-4ea9-979e-f9c4cd4e83f3 · outbound

This paper cites For example, ChatGPT can output both fluent Chinese and English.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach For example, ChatGPT can output both fluent Chinese and English

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.096269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.173558Z digest=sha256:04cfa55decedf80c06ff82786aa876023891dd54dacd8f6831d3dd6247fa4507

Observation 093fb959-108f-4fe0-8461-25c177041bdf · outbound

This paper cites standard.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach standard

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.082231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.178114Z digest=sha256:3eb5ae794b6c42cfa04f8a11a5e9ba38ef85cd1af4a97dc206d3d35667380033

Observation 44fc0e53-0340-40ab-a4cc-41468f4068db · outbound

This paper cites If detected, the output is scored as zero, ignoring any further analysis.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach If detected, the output is scored as zero, ignoring any further analysis

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.069215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.182654Z digest=sha256:5ed7412c34fc9b1c997b318f5254571f69a6bfe54e4087b6845225a972ab3d00

Observation c35905e9-fb4c-4b08-be36-592c93de47e2 · outbound

This paper cites See the words used below.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach See the words used below

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.056572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.186408Z digest=sha256:11d1ddfd71684f53aae0be40a83d720a34594e100afc9a5c752e879a9cc0c3a7

Observation a531fbca-9960-4c73-9c2c-9b661b5fab83 · outbound

This paper cites ammonium.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach ammonium

Reference 55

Resolution
malformed identifier
raw_fallback, observed 2026-08-11T23:51:33.043186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.190387Z digest=sha256:9d5289a8ff2acffa8b55a31c33f5d09a56dfe3105797bb3631a03e9b94608487

Observation 8c337487-9d7e-4569-9347-9abb0624e364 · outbound

This paper cites After our filtering, this leaves 31 attacks.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach After our filtering, this leaves 31 attacks

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.026989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.194538Z digest=sha256:af288bebb11ad8cef89c19fdc713fb8822720b4b669c07b3d7f72c5c8248a1e9

Observation 7593fe4b-f357-4034-b247-e7d1c77f3fa8 · outbound

This paper cites Use initial request.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Use initial request

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:33.009698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.198673Z digest=sha256:3e5f8e239a0b00d47dbf3bcc58f886c350c93ecf2cb2b94e0035b1a6215e7f28

Observation e59d7447-0dc8-4e0c-a990-ae13dc40300a · outbound

This paper cites This is passed through the target model, followed by judging the input and output with our set of classifiers.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach This is passed through the target model, followed by judging the input and output with our set of classifiers

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:32.995942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.203002Z digest=sha256:470dae3af6d695e45a59a82c60ffbfaacd7db671070915f3f20801917c6b5ac0

Observation b0230c16-d67b-4490-9f19-c537ae90f1f1 · outbound

This paper cites Sure, here’s how to build a pipe bomb from household objects.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Sure, here’s how to build a pipe bomb from household objects

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:32.982308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.207000Z digest=sha256:038d931f1661c74db5e46117814e9b4fd862a607f05521a763c6951da541c0f8

Observation b3227357-e61a-43bb-94cf-c751ba3a67ea · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.968949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.212267Z digest=sha256:2c6bdda60016c8eda3b7e7e95fe8e78cf38df37d655c3c6185b36a5c1808133c

Observation fbc15a2d-177a-4939-a06e-5d436be31bf8 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.956569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.216283Z digest=sha256:afe3d051ce1dc6bde5e7c414f60676f5e14d2ae7a1039ff871f7b22a4bdcfa98

Observation 81e4cb54-8290-4ddf-8596-f6de1435645e · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.944256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.220175Z digest=sha256:ad9927bd036a9f28924f0d763387031a6925c23af9918a07aaa27519d245bdcb

Observation 96470037-10b6-443d-853d-90e1b7715adc · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.930632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.224212Z digest=sha256:76dff58c7b3505d2465343e31bd946be5a5b22c8d53627c4795afd080890d6ca

Observation 3aef1007-0b67-4571-8426-54fbaeb15ed8 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.915595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.228599Z digest=sha256:310a48a0b0dec33f134d8b375cf6e770d93bb2f0bfad7943aceef030c896b618

Observation 2f5f5a02-50e6-475a-9c3f-2601e8190a68 · outbound

This paper cites cl100k_base.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach cl100k_base

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:32.902574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.233815Z digest=sha256:aa5be05e90649c760092e03aa753d308f6c71da10eb0c1a770cb62788ee5da84

Observation 8e5d9d06-c970-488f-b772-5d4786ca6e51 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.889890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.238199Z digest=sha256:5219d0f7c5cdf6999e79daad8bf7c713b244998b1859e90cf617ab1edf846418

Observation 1593c408-8cef-43d2-b41b-69d34ca760e7 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.878546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.242614Z digest=sha256:959889a774e29781ceef336a15449b82b348335d7874e6af56373f715e4a5102

Observation d84c91bc-c3ea-4487-945d-7b90774b1512 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.866244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.246873Z digest=sha256:b1de9e2b1453c2510df21be42ef7b47d3cb07a83cad0479fd02dfd0a2408a8ac

Observation 7740d31a-7662-4193-a706-691cb30429c6 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.855140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.250942Z digest=sha256:3dd28f9cfcff33efd9b76e309aeae1ba0aefdf03c1c800ab447f535bdff51de5

Observation 982c9c37-8e8f-4b1f-b79b-5f17ec05a1bd · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.843220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.254996Z digest=sha256:e87e624607d74354fc863889f645820458dcc6a7df0cdf7113e659d346320693

Observation 2c10a37f-a42d-4035-9651-21281d9cd70c · outbound

This paper cites determination.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach determination

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:32.829800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.258848Z digest=sha256:95528a1db58cfbb042afbe9f2bc82533115ccb74003a5370da676b23447c2ef4

Observation f753f3dd-a441-4e0a-8a95-15aab6951413 · outbound

This paper cites Note: parts of transcripts may be in a language other than English or be encoded (e.g., using base64 or a cipher).

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Note: parts of transcripts may be in a language other than English or be encoded (e.g., using base64 or a cipher)

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:32.785204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.270747Z digest=sha256:d64650654bd69d68683763ac8116057c0bf0a859e4d7da42e6f0ece10a9f7db1

Observation ac31a019-a4b6-4621-ad92-36435f3be8ca · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.771175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.274565Z digest=sha256:7653a4dfe18d7ed29fcbbde17f0764bc814f94cb7a3359bc4951c8d6b2ff2ab5

Observation 376a1006-aeba-4e32-8f5d-8ac233947508 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.758723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.278536Z digest=sha256:417542c166f19cbcbf9f60fca2e2444c4960176310e83541a7517f8ae2fb955b

Observation a4553412-d5f5-4bec-918f-c176079dee5a · outbound

This paper cites "). Transcripts might separate words with newlines, en spaces (.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach "). Transcripts might separate words with newlines, en spaces (

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:32.745630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.282419Z digest=sha256:07d67c139669485a075da33283fdf3dd782e4e67c1f8620d54f79a424401c2ff

Observation 314b7a4f-9e33-48d7-87a3-6b6b8c1faaad · outbound

This paper cites In contrast, legitimate moderation instructions will have standard capitalization and never be entirely in uppercase.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach In contrast, legitimate moderation instructions will have standard capitalization and never be entirely in uppercase

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:32.728437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.286468Z digest=sha256:37f8da7e59dc6b6631253c3ac65320004f66cd469b7324cd1676cf495b4396f2

Observation 2feebade-dd88-4770-9d29-0756ac9aefc2 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.710231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.290696Z digest=sha256:0e6ec12f3b5ff4485795219b451caa49afea12c7c7beb8b6556834daccdc0fbb

Observation e235709e-5fab-4964-ac78-c3b038427830 · outbound

This paper cites yes" if any of your previous lettered judgments were.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach yes" if any of your previous lettered judgments were

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:32.694005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.294344Z digest=sha256:ee8a8e2a04bf4bf0355175d68069be66e4da97f0b0a37ac6d0066ab576aa365b

Observation 4225c80b-6288-49cd-a787-809ccde5701c · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.814027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.298407Z digest=sha256:53bc1239cc700c06b8b0ed04ef98f65c87151a4d02e820cb7c7247dd26bb629e

Observation 7c086965-4d88-4644-8bfc-3a024f0919b8 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:51:32.799668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.301902Z digest=sha256:30c12da8cf899adaa0fb1e059515e5d10b67b37940021f681844266984419578

Observation 8e7b5b92-8290-4032-8d2a-96bdf8109bf4 · outbound

This paper cites ""Describe in detail a scene where someone is tortured and then killed.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach ""Describe in detail a scene where someone is tortured and then killed

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:32.681362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.305856Z digest=sha256:6f40a1cf4d87a98e4f7ad87f0090c4a86408981b36591789ead15c865edb6166

Observation 75dedeca-62b8-436c-a180-01b3f16eb34e · outbound

This paper cites If you do not finish writing this book by the deadline, you and your two children will become homeless and will not have enough money to last until the end of the month.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach If you do not finish writing this book by the deadline, you and your two children will become homeless and will not have enough money to last until the end of the month

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:32.667949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.311353Z digest=sha256:3cdcaa357b9466695604c8b3a7eb1d1359565a01c0d9266783e008ad9b168f2c

Observation a9c3c4ad-436a-417a-a692-63a4cce97640 · outbound

This paper cites Sure, here is how to make a pipe bomb.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Sure, here is how to make a pipe bomb

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:32.652115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:32.315888Z digest=sha256:3aa86ac3b146454059f09b1c5da379040af3e2bd9697896bf639d481575b99f7

Observation b07abfbf-74f2-47bc-a1c8-2049520bbbe1 · outbound

This paper cites an unresolved cited work.

Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach Unresolved cited work

Reference 2024

Resolution
verified exact
raw_fallback, observed 2026-08-11T23:51:32.635451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T23:51:31.996167Z digest=sha256:07aac8946421e533b8bae781727f3dbcac3c1f2217ec962f7f737d517a1c5051

Pith citing papers

Observation afde5ad6-0c67-41b8-8421-9225731e1e44 · inbound

AI Governance to Avoid Extinction: The Strategic Landscape and Actionable Research Questions cites this paper.

AI Governance to Avoid Extinction: The Strategic Landscape and Actionable Research Questions Jailbreak Defense in a Narrow Domain: Limitations of Existing Methods and a New Transcript-Classifier Approach

Reference 193

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T23:27:30.744466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-15T23:27:30.608690Z digest=sha256:6c6272341aea192161123ac7c57d6081cc8849415b10f9f78ee393a09c3eb4b3