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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 14 August 2026, this Paper Citation Record lists 83 of 83 outbound references and 0 inbound Pith citation observations 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 83 of 83 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

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=sha256:6bdb3ce9f04fdbda5b6795db91ed9f9dcfdbc76915098ea7f4aa6cf1b74fe288

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:c9cdd7a8c3006e3eb26d270ebd91fdba978db7ebb4fb053844ffdb4ba91a27b3

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=sha256:6b3ed44b8a52b07f97b47bb5fd6b4167976d8c0cb3fa0090014c5f271779b203

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:31.978534Z digest=sha256:8a13fc425a9bf3ccba2474de0797bc1cd2c61b9f1b0e7bdd0afcce6fe08203aa

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:31.982974Z digest=sha256:cae301787de2213c2f2374ac62e731b714ffc83d7d5ee6eeb18a04fa812188f0

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:31.987146Z digest=sha256:0e612bec8c3d00192186fabb44da1d9570112da6debd6a3a6cd81b6f39f8b51a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:31.991533Z digest=sha256:b0811ab3ae20f8e29628c1070f787526fe4f74c4615934466e25875746b1f210

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.000675Z digest=sha256:a66b56e0b3268c980e49d93cf0a825fe112f0e15f087587f1ec880042932ec06

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.005145Z digest=sha256:46b7417ea10340e7650285137e1bd7543b44afaf80fe664299f3f1fa7601262f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.009136Z digest=sha256:92583b092e4d9cca03d332f8ff31814687ccec0f01ad2db15f26c440cd87d771

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.013372Z digest=sha256:f7be3d49e2c4d5865d107831570ded3b357162514688322bd5119ee2a4fc092f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.017280Z digest=sha256:4205340f78f883fe47f4b25a03afca2347191e823c1ec4ac11709614409ac7b7

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.021903Z digest=sha256:e1c46ab45b1e7077e4a1b30c61f2300767d6b5b32c0c3799da3d419cacef75b7

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:fd5b9631e06a23b5e33d2b2e880f92c0d36e15e4f2bb4b467f2598e4cc78d74f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.030475Z digest=sha256:e23e9c8cf3a8c60f88f8bd5f3eefa9253eea291893ff8da93716b1d7db1ad14b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.034244Z digest=sha256:94f7dfaf6ab014021adecfa3804e516a6c523d6db585a18a9f0a4ddac7387d7e

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=sha256:0cc9848804adb1f3e37beb69699b05b91f9d6f336f4bf704bb5598285f156ba2

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.043013Z digest=sha256:3b2455f425e5dc2084c06568d1d94e1fe865875980db30336df57fbc02aaaffb

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.047598Z digest=sha256:a4057a3aabe32352711eee88e625bf5ab5dfeecd4b7f2425b7e874a1381b21c4

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=sha256:739089a46dcb9c04d54b84caf28a72402df1b72deaef2c448fe36d6884715138

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.055762Z digest=sha256:ba7e82d62fca71fe87cc3a6b2a08dd252af18b0392de417e7cb0e879c3d6e1f6

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:fb84b3fb3bc6605d18b41c60129a58f9f4cbcb790b276ee91a4372705f97a0f2

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.063917Z digest=sha256:40374bda114989d9ad69bfddb854e2407650f42538e66cff1c15f76ac255cd3a

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=sha256:4feb5e854995729b52934037a0abcd789cb6406b984f81392310b1bfb66d0f61

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.072417Z digest=sha256:abe67f2d2d7f572344b8050572f7fc246ea84fcec78f7c7ac544cbc5b7d59531

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=sha256:9d763aa455da737e3459fda32cbfe7d033e5760c2464ef8fcda699c63bce5c34

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:f455e3282bab5dd7da90701d97871c0ed02395ef6fa2224db90dae8db8b0fa35

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.084591Z digest=sha256:52165123b5269c927a9d9fa0c01e85fb928fb2f0e2325d97115586a465a8c828

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.089087Z digest=sha256:19c5dd62dd96a178b0be38506e1524b6fac889fed23d48c3ad04a7ec3bb8f3b0

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.092932Z digest=sha256:973d63a65c100ee150c30d0d389b211543d9b27133935580476f539c6ac875f7

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.096524Z digest=sha256:299e08989bdd30afcbcf775c69269c1a1a81f0c3813918a6f0c880e50ec6685f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.100319Z digest=sha256:f45346a13557fae8bf55892d2985f1000a612579e3c929540a2283c9681cbb52

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=sha256:9a97d9c99ef85f9ccfde2ff613ae8ebb541c398fc06e1feb05931e323d836f30

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.108384Z digest=sha256:6aad9038a021bd159cb641b8889946e333a4cfdbdce7dec13ce91e3dcc409fbe

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.116790Z digest=sha256:39be36fcbbb65efc78f6584e40cd6a5af68084e848b7d433192042646e60090d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.112727Z digest=sha256:25b9e346ce41d342fa05b59308e9ecd9d7818e47f7c320211c6214cd592df3ac

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=sha256:881144cff166749af5035c4f8b19de60c90940ea9ce0861ab694cf0f43ba6d28

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=sha256:1a89250c38afe90a5e4f04cc9a393cff210dc662bb0101ca464811af4d5200f9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.132489Z digest=sha256:693973a70400d8957344faeef187938f3734d366f146de5834d216c2f5f4ef69

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:adcbc43118bcccbba09a39f3d85cd93ba358a250d9e0339be59eb330c37d2f70

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.139608Z digest=sha256:e0e3207f645ad249d911bb346f1d86b9b69d17795bd052a0e7a409d1a97772dc

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.136019Z digest=sha256:8d40760c4c546c79db27089e7099b261209fbf8770c56f1d55d5058e97fd1544

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:a2343c2946c5c47068db8e5b158743762b0faf15f06cefb53fa6bf2451b69bb9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.148943Z digest=sha256:24abd1907d7f3bd686b71e0c0ed4499a1720a6ec6e6916cd23921f5a066478f7

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.153848Z digest=sha256:f1505df19439f3bc8b7495f6071c8dc6a342eccc92fe6eead0391b58bf17e0dc

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.157858Z digest=sha256:c8e47fe7d70264055504a6d320c2fe70195983f721d3954fa357d66433f609eb

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.161887Z digest=sha256:0ed857e13b735a685519235d2003c384e7badc6b80d86d652f63ea97f85ddccf

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.165767Z digest=sha256:4dedf71201cd2ff37d79980dfc638cf94322ae4a3bc7a38b8f64045a98c1bac5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.169744Z digest=sha256:66319250a66949e9b6324e963c07c8d489e7b339ec17b7f769100d3909df381f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.173558Z digest=sha256:c29f704203866c4a1e7cc66b18eb4aeaac89f0918408231224d672f02ef299d7

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.178114Z digest=sha256:9edc90f8f67f9993672fb7dbe3604e53c470742322ff4e52ae2faec2296c4b80

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.182654Z digest=sha256:6ef1d35c182ea56a3b692d80ab737a819de18838b7269926b2d1cee2a33b26e1

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.186408Z digest=sha256:147ef54b73e804127f87a078f29b7796a00a36917a3d5f33bb59696dd02f56f5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.190387Z digest=sha256:63244cbaa53b9b042b6cf4084fe91d9ecd7c2e004d55bed56e42841d22c92636

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.194538Z digest=sha256:0b1b5952631474021d6c65a2e1dfb73af3b4b9cd9a40f2868efa7ed23dbd160c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.198673Z digest=sha256:0786a6d37c5062a6206edca59f70f826a3f16338c832fc6719cd0971f66d6f94

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.203002Z digest=sha256:1736f5ae2c9e2533bfa588a3dcd0c13e8d7f4e164a06a2b5d5f10527ff1169b2

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.207000Z digest=sha256:89c100b2f05aa2eb36bc6abac70700dbb6f3a32b994ad663415757d37200b5d5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.212267Z digest=sha256:cee195246fbf9fa18ab32c004c25d374d2c2e3b69d921acf050f3f4ac20d469c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.216283Z digest=sha256:842b5f5bf8068a9425509579a11c2a5d342c5482b8df6df524c6174829db6c44

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.220175Z digest=sha256:62aca18069545d6324ed33715cf0eaf3ca6b13cd94e9464a269339104db77839

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.224212Z digest=sha256:ac12bb7a17c8442b1860dcd0346d8750e4191e5a699d5802d0594db38c32ff67

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.228599Z digest=sha256:a006ce32e65b0fb1e9897b7742e29db96aaef395dccbe1025966665d0cdbd07d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.233815Z digest=sha256:ef91738d5dd72f0a3abd01a16ca4573dc2bc29e9851394f7a680a023a8fcbc41

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.238199Z digest=sha256:1f7d5b2453a4629915832e017c63fd2bfa5f41726d6326322d80f07146611156

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.242614Z digest=sha256:5aaa4333e45a2d0755551da3287db6e173e5844a5c4938b489b13523366acc42

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.246873Z digest=sha256:6b1d361076adb2d42672d8791c238630de832d8c7ea18fbaa838a471b425f7bc

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.250942Z digest=sha256:0577b8799d3a4df21e4e6f957e546ac8f4d9e6638524f5ab6f87b4b4454c54a5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.254996Z digest=sha256:b85732a414ee5fcc0f36a9128462c830d5fb3141a6ac8123d2dd98138b41d1da

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.258848Z digest=sha256:a36c5fb8f7540cf69c069efe65de64d770fcb9725f5323811617e725aeeb4c1f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.270747Z digest=sha256:c8c091a00d66ffe4033b4370d248d77650e8afcc9c51bf4e3773dab98bbb200e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.274565Z digest=sha256:7df1cfab630e2d15568ced99db83afe75b4f02f4e44948cb93db067b80211926

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.278536Z digest=sha256:8f0edd77729e10ba8cce85f7988695ae11d7cd1551860f734858d5e371d377c9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.282419Z digest=sha256:1d9a3bea31436559c95af23d41e2390cdec2924f47dd9134955e0148d969a1a9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.286468Z digest=sha256:2b9dbbf9c75e5b1d2925f5176f335a5aad399d539185710ccd8ce6cead04808e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.290696Z digest=sha256:49fc9d256e1911e5605d0c1bbc377f8f32ea5b011f1877837cbf80acdf0d1d0e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.294344Z digest=sha256:8d32f249847362e831c94ce83692369e8621230a4bcfd74e5c450a9eefb083bb

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.298407Z digest=sha256:c5d64bf5f00ce2355a4e569d38579882bc1d1c11dc742bbb49fa66e7b997494d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.301902Z digest=sha256:4458044052e008d2ac6dfb57ef50a4d854fca92b641283cb1aff16987da180cb

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.305856Z digest=sha256:c1dc0c7f650985381ee36775b24f3817a49e1b831288be1aaec9609ff5f26ff4

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.311353Z digest=sha256:95fa4728cbfc361d24e496d6030e583a650eca9e971889fd6c7ed6c387b99d23

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:32.315888Z digest=sha256:2d184c5533b30bbfb5291c976ffb5f414d7153a14ea1ed84718c0c1ab1f23d66

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T23:51:31.996167Z digest=sha256:1616361bcacefa6b39a520ca03559de83354566a13cce5bf6185e02a96cc70b9

Pith citing papers

No inbound Pith citation observations are available.