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Paper Citation Record · LEDGER

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts

As of 7 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 6 inbound Pith citation observations for arXiv:2507.02990.

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

pith.paper-citation-record.v1
2507.02990 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:05:21.460967Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T06:48:38.117769Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-10T12:15:01.137692Z

Reference resolution

50 of 50 outbound references displayed

  • verified exact0
  • verified fuzzy27
  • unresolved23
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a402ef3-322d-48cd-90b2-686900288e7b · outbound

This paper cites When llms meet cybersecurity: A systematic literature review.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts When llms meet cybersecurity: A systematic literature review

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:16.432188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:16.432188Z digest=sha256:0e1935708bc1b4e681705ac8af01565dc86b8e2d34df109ff5caca2540cf3b52

Observation c6f1d6d2-1690-46d8-b1f8-1d091aad5827 · outbound

This paper cites Large language models in finance: A survey.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Large language models in finance: A survey

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:16.489860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:16.489860Z digest=sha256:60aa34f99ccb07e205e1a80d2a1a0e415b60575aab4b04b21ede4588a2631fa7

Observation be644471-7188-4409-ace1-138e1fba19ef · outbound

This paper cites Large language models in health care: Development, applications, and challenges.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Large language models in health care: Development, applications, and challenges

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.774818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:16.565523Z digest=sha256:8ae3ab4e7af5670bdd60091d1b724ea82cf5683bb8989538a891fbd88847f318

Observation 45c6d5b7-52a2-4d71-9f74-c56e09daf5c7 · outbound

This paper cites A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.757089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:16.640450Z digest=sha256:18cf0ee71125853362159badc58ff810f87b2bfa783a1c696cd9674d2c27aafb

Observation e410ea5f-f740-4b2d-972b-48c2a8f48dec · outbound

This paper cites Bias and fairness in large language models: A survey.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Bias and fairness in large language models: A survey

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.738587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:16.701083Z digest=sha256:5abe7aca57611d5a597c7d9bae00d7a34cc15ddca4ffefb05326330fbef0b1a9

Observation 4a6d9c51-9da3-468e-8ab4-4f557fe97a24 · outbound

This paper cites Safetybench: Evaluating the safety of large language models.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Safetybench: Evaluating the safety of large language models

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.720605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:16.798283Z digest=sha256:1b4485dfebd75b58703a7f8353e67d6c9dcbd801c87fc2e3a820cf9c8b32ddfa

Observation 28f5288e-143a-49a4-9bd9-ac3881cad586 · outbound

This paper cites do anything now.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts do anything now

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:16.884924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:16.884924Z digest=sha256:0d60b7a1875263d590291c480e58d2714ef30b91cbd69ff15f23ccd824da2a94

Observation 174d2080-f838-4300-b5f5-2beafe903f95 · outbound

This paper cites Jailbreaking ChatGPT via Prompt Engineering: An Empirical Study.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Jailbreaking ChatGPT via Prompt Engineering: An Empirical Study

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:16.959484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:16.959484Z digest=sha256:9c3d8fc9128ef256d138d319aecc5193fa89ad0466952eba141ac09fac2b42cf

Observation 1c8f77b9-b467-405b-a8f3-edf6aecc1fd8 · outbound

This paper cites Building Guardrails for Large Language Models.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Building Guardrails for Large Language Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:17.019897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:17.019897Z digest=sha256:0602b6f492c32ec41029c116ddd801386146f17fc7c4c0a3a4b4369c87353884

Observation 431c132d-06fd-49d5-b1cf-17fabae8dbff · outbound

This paper cites Guard: Role-playing to generate natural- language jailbreakings to test guideline adherence of large language models.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Guard: Role-playing to generate natural- language jailbreakings to test guideline adherence of large language models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:17.120436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:17.120436Z digest=sha256:cd35c27a2864ef966a66a02a52c161e63b03538d190c926cf72d8721b357aa7d

Observation 08713358-008e-41e1-86a5-8822a45dc420 · outbound

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

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Training language models to follow instructions with human feedback

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:17.197808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:17.197808Z digest=sha256:878a8e3abae07f50e3c050d8110b773a5fbfabc664d4c8016eacb1f429ea4b37

Observation b77445c5-4ed5-4d35-bd82-24a55d14c43d · outbound

This paper cites Chain of hindsight aligns language models with feedback.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Chain of hindsight aligns language models with feedback

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.675364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:17.301394Z digest=sha256:e5fd6f59de9f02f3dfd0b06b6bf51fd01957053e1e8c12a6ab573463906dc36a

Observation d995b637-ab42-459b-9d22-78a506f23924 · outbound

This paper cites Training language models with language feedback at scale.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Training language models with language feedback at scale

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.653629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:17.416173Z digest=sha256:4a09e0b1d05b5d7e20043bf47a8254530c7b07061bbd25aa8997344afad9de5a

Observation 21175afd-3f69-46ae-8df2-a39f95eb083d · outbound

This paper cites Attack prompt generation for red teaming and defending large language models.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Attack prompt generation for red teaming and defending large language models

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.632850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:17.521565Z digest=sha256:dde3b5071eb210f5fd4790a96a8b1f2f00ce3193eb02e38ab318843ef793dd88

Observation fc79bc0b-8ba2-4372-af99-a6b86e259348 · outbound

This paper cites Harmbench: a standardized evaluation framework for automated red teaming and robust refusal.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Harmbench: a standardized evaluation framework for automated red teaming and robust refusal

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.615797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:17.614076Z digest=sha256:b4df11c386304ce52de1b06a8f4847b003feed45d5de85ee1e3ca2eaff99993b

Observation cc06eeba-c3a0-4604-b26b-f49ddb8fb0a8 · outbound

This paper cites Mart: Improving llm safety with multi-round automatic red-teaming.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Mart: Improving llm safety with multi-round automatic red-teaming

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.594966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:17.707807Z digest=sha256:081d08d6c4828b33d5386d3e83892db5d8619e08203940a3e0f7c24a866e7064

Observation 0a6f1769-fc9e-4b4f-bdef-7188083a1902 · outbound

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

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts SORRY-Bench: Systematically Evaluating Large Language Model Safety Refusal

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:17.761089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:17.761089Z digest=sha256:27107e2b4746032bcb606aaddab91c8fcce447f56f0375d328d6f2f6f6c9f6fd

Observation 4ea8569f-57a5-45f7-b940-345da1257ae9 · outbound

This paper cites Refusal in language models is mediated by a single direction.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Refusal in language models is mediated by a single direction

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.577394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:17.869695Z digest=sha256:65eb01aaae6e91c40ed103e7115a5cf15f3553bc729e305653679e17c5acf904

Observation 73c328d0-1e2d-462a-bd10-623a08e5900a · outbound

This paper cites The opportunities and risks of large language models in mental health.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts The opportunities and risks of large language models in mental health

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:17.975239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:17.975239Z digest=sha256:9b7d6c0f303039d33b6fddded56e139fff83b9f67a888db42ac669a600d1879e

Observation 4c80e9b3-2479-4201-bb9c-fcd7ab5a7d0e · outbound

This paper cites Benefits and Harms of Large Language Models in Digital Mental Health.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Benefits and Harms of Large Language Models in Digital Mental Health

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:18.037577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:18.037577Z digest=sha256:9128f876b9e67270a8033db5ce67f26d37b7b5a4019b7e77ae2d9e892ff88e3b

Observation 6bf9d6fa-7597-486b-b4d6-efa0317fb6df · outbound

This paper cites Large Language Models in Mental Health Care: a Scoping Review.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Large Language Models in Mental Health Care: a Scoping Review

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:18.117935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:18.117935Z digest=sha256:cd64105ea4f8277f10022e1d136b26318c3fcf57fbc5852d91de409458ac703a

Observation 54d82b29-b364-4806-b3db-1164bce1b177 · outbound

This paper cites To chat or bot to chat: Ethical issues with using chatbots in mental health.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts To chat or bot to chat: Ethical issues with using chatbots in mental health

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.548444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:18.216991Z digest=sha256:44dde33a99c1af2ac96af81ac26396f674ca970e307f547b232571215ce22379

Observation 840f3e93-82c7-4be6-a765-e2142b816070 · outbound

This paper cites LLM-empowered Chatbots for Psychiatrist and Patient Simulation: Application and Evaluation.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts LLM-empowered Chatbots for Psychiatrist and Patient Simulation: Application and Evaluation

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:18.316869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:18.316869Z digest=sha256:ee1aead08fbbc98afa6219b869f9d916bc00849d5f4ace47e7ee1aa55539326e

Observation b2ed61d7-87e8-4f09-9a10-47afbe3a9b9e · outbound

This paper cites Chain of risks evaluation (core): A framework for safer large language models in public mental health.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Chain of risks evaluation (core): A framework for safer large language models in public mental health

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.533104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:18.389121Z digest=sha256:2e0441e0a553562486bac6dd0b917db22f211bee15a1345973bcdaab98fa60de

Observation 4c037f2e-8076-4c04-a035-2a285a354c0b · outbound

This paper cites Adversarial attacks on large language models in medicine.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Adversarial attacks on large language models in medicine

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.517363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:18.480529Z digest=sha256:4e4a1e3d4ded5fc467bd03fb5dff74234b3c9fef81ec5595cd66aca18be9556c

Observation 2c0d0b61-3255-42b3-9d9f-51d3311e6128 · outbound

This paper cites Ensuring Safety and Trust: Analyzing the Risks of Large Language Models in Medicine.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Ensuring Safety and Trust: Analyzing the Risks of Large Language Models in Medicine

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:18.595255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:18.595255Z digest=sha256:a176fde9e1fff122b235dbd701fd82ae50fb30b91fd22dfb34529f496ef87efb

Observation ba9507fe-a727-4cc8-bb5b-495c55ce771a · outbound

This paper cites MedSafetyBench: Evaluating and Improving the Medical Safety of Large Language Models.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts MedSafetyBench: Evaluating and Improving the Medical Safety of Large Language Models

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:18.696521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:18.696521Z digest=sha256:86170e2a755e0d2191521d05ba3cad768d1671a48801de5c5ed2bf26a7ca36ae

Observation fbf8f2a0-87f1-4f7b-9659-cc7ac00e4469 · outbound

This paper cites Towards safe ai clinicians: A comprehensive study on large language model jailbreaking in healthcare, March 2025.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Towards safe ai clinicians: A comprehensive study on large language model jailbreaking in healthcare, March 2025

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.501553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:18.783457Z digest=sha256:f4f34ff5f63530b34ba41fe5ac11ea4a2908a5973316fa1aeac99d9d233ca60f

Observation 2c82d652-5ef2-485d-80ef-054c61e696a6 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:18.860880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:18.860880Z digest=sha256:1f7366faa24597e63c342503577e7d952908e6b2ee005d698077ad0c9c5543f1

Observation bb24187a-10c3-4ddf-a492-6e8696503ea8 · outbound

This paper cites Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:18.960898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:18.960898Z digest=sha256:325ac3a9ddc3f33980d9b231dbd888eca46b8e3d832ca05a617431fa06585acb

Observation dd164da0-e7bd-4205-9b1e-9eec09b4d897 · outbound

This paper cites BadChain: Backdoor Chain-of-Thought Prompting for Large Language Models.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts BadChain: Backdoor Chain-of-Thought Prompting for Large Language Models

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:19.064128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:19.064128Z digest=sha256:25982e94481ba7fee74f57b58a829fe2d5c4d4117c2785cc7da7aa74b1f538f7

Observation b3527ed0-15e6-4f3d-802b-ac57da5f1cef · outbound

This paper cites Low-Resource Languages Jailbreak GPT-4.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Low-Resource Languages Jailbreak GPT-4

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:19.158580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:19.158580Z digest=sha256:8ccdefb8b23e4e54c56ddc6fa130e7e2dcbde62537ad92da52537685b151c579

Observation 89cd22a9-2510-48fd-8580-eb567a1437b1 · outbound

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

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:19.247224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:19.247224Z digest=sha256:89c496ef7485dfd5e1360fb82ff3a3e687726bae2efa164aeacd6289b0c4ee57

Observation 42865383-6229-458f-aec1-17dea6a5bcdf · outbound

This paper cites Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:19.312280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:19.312280Z digest=sha256:45287891000624f5945f5b66c76807a722da1cf0d93111fd5c505bb26597f829

Observation 3284897d-dcb6-4f19-94b1-f3889c235309 · outbound

This paper cites Multi-step Jailbreaking Privacy Attacks on ChatGPT.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Multi-step Jailbreaking Privacy Attacks on ChatGPT

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:19.409556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:19.409556Z digest=sha256:4f37004365275804d995eb8ded5b42746c8a93b8a0c4574dd5c4c023db12eb45

Observation 68e18392-3097-4b4f-8788-824bf3dbd397 · outbound

This paper cites Ignore Previous Prompt: Attack Techniques For Language Models.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Ignore Previous Prompt: Attack Techniques For Language Models

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:19.483730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:19.483730Z digest=sha256:20685b35361208aeee530250326b0b60e742f93b773a70fb8c4c9010d1992cc3

Observation c0c45691-c685-4900-9502-e5fa552319c1 · outbound

This paper cites Red teaming language models with language models.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Red teaming language models with language models

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.474318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:19.574627Z digest=sha256:650a482b34b478b0d7f37b036b760ca9070aaf03eade31c1c0f8d127758da7f9

Observation d09810c1-d4ee-4109-a8c5-44d27e3e21dd · outbound

This paper cites Jailbroken: How does llm safety training fail? Advances in Neural Information Processing Systems, 36:80079–80110, 2023.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Jailbroken: How does llm safety training fail? Advances in Neural Information Processing Systems, 36:80079–80110, 2023

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T21:05:19.641242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:05:19.641242Z digest=sha256:f4860b6baae013f2faa1a4520a9ee8cd18cea3e404168d316181bdaf1f93981f

Observation 755e8158-254d-43bf-bca4-43627fd3eab9 · outbound

This paper cites Fast adversarial attacks on language models in one gpu minute.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Fast adversarial attacks on language models in one gpu minute

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.440910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:19.757275Z digest=sha256:018abfbe8cc35643160aafbe99fbfc1bb7676d66deb2f67aa25577ed0cb9a4f2

Observation 2830ec37-ab7f-4b59-9fc9-01d65ce47bde · outbound

This paper cites Rainbow teaming: Open-ended generation of diverse adversarial prompts.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Rainbow teaming: Open-ended generation of diverse adversarial prompts

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.420911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:19.767200Z digest=sha256:18303011e6ee39b52441710f6147482f6b58da6c928a0e8efb610e18ec7af637

Observation 0c471f9b-d872-4037-8034-5e54a802f481 · outbound

This paper cites Query-based adversarial prompt generation.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Query-based adversarial prompt generation

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.401922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:19.877530Z digest=sha256:adf1cf9e758074a7af1ddd5a5cb8f918442ee45d8f38a352134cfbec1056e8da

Observation 38c7990b-5572-40bb-bbe9-0bf72e03782f · outbound

This paper cites Jailbreak chat.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Jailbreak chat

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.383394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:20.036314Z digest=sha256:80cda860af2f85d1c78521c7bf59ac3e011ccd48b9f1c2b61d6d0eb0789a54d9

Observation 7a684a47-3608-401a-a936-b5c6a0b1034a · outbound

This paper cites DAN" (and other.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts DAN" (and other

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.364404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:20.162003Z digest=sha256:fb1a58248382a30addbdfc11cf007d02dc0c2c9db188b7c31476dadd79271651

Observation 84aa3a8a-bc97-491c-a3c3-b7dcc69c3ab4 · outbound

This paper cites Suicide, 2023.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Suicide, 2023

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.343377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:20.345089Z digest=sha256:c0e1c2e5b7be34918d0a98198584d79b9a5708f3ef6914d4f9d95bcade8c5339

Observation 17c3dddd-7d9f-4769-b46f-95a4cde9f52a · outbound

This paper cites Adolescents’ use and perceived usefulness of generative ai for schoolwork: exploring their relationships with executive functioning and academic achievement.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Adolescents’ use and perceived usefulness of generative ai for schoolwork: exploring their relationships with executive functioning and academic achievement

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.262329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:20.506613Z digest=sha256:994ec22ad018905dac1b0f82f6c7ff36b98c1cd5310558221c324463ed671071

Observation 7b07b7bb-b41e-4d70-b81e-79d35a59f457 · outbound

This paper cites The truth about self-harm, 2024.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts The truth about self-harm, 2024

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:23.049788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:20.661003Z digest=sha256:98799a1d03467e1378a730f061d9151b1bf041df1130849108625a7298021945

Observation b63b9f6d-7e34-474e-8db6-dd11cd008651 · outbound

This paper cites Chatbot encouraged teen’s suicide, lawsuit alleges, 2024.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Chatbot encouraged teen’s suicide, lawsuit alleges, 2024

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:22.891381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:20.893225Z digest=sha256:965517bf2497bd1c0ca9ed1f3d3466aa88976058756be22df98c1dd286e4af42

Observation 52938eab-7390-441b-b298-21032e1f6fe7 · outbound

This paper cites Man ends his life after an ai chatbot ’encouraged’ him to sacrifice himself to stop climate change, 2023.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Man ends his life after an ai chatbot ’encouraged’ him to sacrifice himself to stop climate change, 2023

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:22.634158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:21.088627Z digest=sha256:c1cc5513565b309a1c4f60f55a7a00b88448d8efa2cb1f7a53e2e8d24439076f

Observation 8898f39c-3b26-4749-96fd-4abe3ac0e3ab · outbound

This paper cites Ai chatbots pushed autistic teen to cut himself, lawsuit claims, 2024.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Ai chatbots pushed autistic teen to cut himself, lawsuit claims, 2024

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:22.408434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:21.291375Z digest=sha256:f3713700d39e66cf7019ca0dc9122f271f33692e43f5adbe9b5ec7a1ce0cc81a

Observation aab96ec5-9eb2-4e54-8501-7165cd8cb2d8 · outbound

This paper cites Suicide prevention by limiting access to methods: a review of theory and practice.

`For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts Suicide prevention by limiting access to methods: a review of theory and practice

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:05:22.165864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:05:21.460967Z digest=sha256:6f009063eb911ab37752906a59f798df08cb2f529ca4a54803502454628562b7

Pith citing papers

Observation 7bccb174-2b23-4e6a-8d6f-90bc8d3681d3 · inbound

VERA-MH Concept Paper cites this paper.

VERA-MH Concept Paper `For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T07:01:00.743249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-18T07:00:15.411310Z digest=sha256:63a6ca6a13c562404a2fba8e44320c8e48b73e9f58bf7480bbf4f01ee440453d

Observation 6b9c099e-52ba-41a4-a45c-33223954d90a · inbound

From Fact to Judgment: Investigating the Impact of Task Framing on LLM Conviction in Dialogue Systems cites this paper.

From Fact to Judgment: Investigating the Impact of Task Framing on LLM Conviction in Dialogue Systems `For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-04T06:48:38.117769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T06:48:38.117769Z digest=sha256:745f1175c0c2054f4311bb37143adbb66b7c54f1a492d172a81c34c86e46fef2

Observation 984a06c4-8eb8-419b-abe0-7b3f38f250c1 · inbound

PARALLAX: Separating Genuine Hallucination Detection from Benchmark Construction Artifacts cites this paper.

PARALLAX: Separating Genuine Hallucination Detection from Benchmark Construction Artifacts `For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts

Reference 57

Resolution
verified exact
arxiv_id, observed 2026-05-19T20:12:44.917378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-19T20:09:47.750043Z digest=sha256:b950443ac40a74ef0e774cc87b9b11b52db538733602c1ad57a1257fca253ac1

Observation d4985a04-76e2-4f2e-a066-1e109d0dd063 · inbound

One Year Later...The Harms Persist, But So Do We! cites this paper.

One Year Later...The Harms Persist, But So Do We! `For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-07-01T06:35:29.500111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-01T06:33:58.246849Z digest=sha256:26a7dc5a1ad0b286ddb5c8780a0d8e49e53ef37da6c78e942a5f3f25b9139b0f

Observation 0d6326a2-9df7-4898-96b5-3025c37a060b · inbound

One Year Later...The Harms Persist, But So Do We! cites this paper.

One Year Later...The Harms Persist, But So Do We! `For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-07-02T21:47:27.592864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-02T21:38:29.468179Z digest=sha256:f28af64da07e4b226bdcb9a634c2b3cf10b234bd0da947b3d3b3d9c33054e9d8

Observation 8e5a83dc-a9c5-4caa-932c-08f75652f2d5 · inbound

Closing the AI Trust Gap: The Case for Independent Certification for Trustworthy AI cites this paper.

Closing the AI Trust Gap: The Case for Independent Certification for Trustworthy AI `For Argument's Sake, Show Me How to Harm Myself!': Jailbreaking LLMs in Suicide and Self-Harm Contexts

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-01T21:44:00.863851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T21:44:00.863851Z digest=sha256:1d813d45656dfe3a0774fc6dad98c63f0d6bd6298e35ebbe5fa86f9844c93f50