Paper Citation Record · LEDGER

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation

As of 12 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 2 inbound Pith citation observations for arXiv:2412.13666.

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

pith.paper-citation-record.v1
2412.13666 v2

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:58:27.009529Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T18:59:31.840432Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T14:27:03.818131Z

Reference resolution

46 of 46 outbound references displayed

verified exact10
verified fuzzy0
unresolved35
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 38d59246-1f32-4a3a-81ce-a2aeae4f797d · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 1

Resolution: verified exact; doi, observed 2026-08-11T12:58:27.332845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 519fdfbd-9abe-445f-9f24-f7c9f1631daa · outbound

This paper cites Peering Through Preferences: Unraveling Feedback Acquisition for Aligning Large Language Models.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Peering Through Preferences: Unraveling Feedback Acquisition for Aligning Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.789698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6e2abbe-fe60-4409-91de-aff3a751b891 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:28.225853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cbc5b37e-8a71-421d-b66a-b77197cd83c7 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 4

Resolution: verified exact; doi, observed 2026-08-11T12:58:27.314004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d715015c-9929-49bb-8586-c16ad879f26d · outbound

This paper cites Bennett and Steven Livingston.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Bennett and Steven Livingston

Reference 5

Resolution: verified exact; doi, observed 2026-08-11T12:58:27.284679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0bd2de2a-032e-47b9-b530-1288cf0afc9c · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 6

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T12:58:27.633396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 297475f1-b5db-476d-8702-5fa76c8d4e8a · outbound

This paper cites A Categorical Archive of ChatGPT Failures.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation A Categorical Archive of ChatGPT Failures

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.819196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1f5089c-9dd2-4d3b-bc83-b92d3b155a5f · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:28.208060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b6281b13-e053-426c-b271-58f15c08cc76 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:28.190561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 496b2607-542f-43ce-955d-fa3aeaaee9dc · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:28.174675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 45e94704-28e0-4ccb-8678-b6f8b907ff26 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:28.156926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 056e9a65-3d7e-444c-9a06-3ba10a10d4d5 · outbound

This paper cites Generative Language Models and Automated Influence Operations: Emerging Threats and Potential Mitigations.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Generative Language Models and Automated Influence Operations: Emerging Threats and Potential Mitigations

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.842542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8287c27b-cafc-4247-a6d2-64fc5bcdb405 · outbound

This paper cites Greene, Constance de Saint Laurent, Gillian Murphy, Toby Prike, Karen Hegarty, and Ullrich K.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Greene, Constance de Saint Laurent, Gillian Murphy, Toby Prike, Karen Hegarty, and Ullrich K

Reference 13

Resolution: verified exact; doi, observed 2026-08-11T12:58:27.264838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e735f1fd-69da-414a-bc2c-c1e7e702505f · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:28.026291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7f2e5b03-d11a-4f4b-bc15-217acc3c487d · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:27.880898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3a8b3e73-97ce-462a-a326-2f86b184be57 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.863024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2f2966a-6200-4fb8-8488-cf58e65f4d52 · outbound

This paper cites Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.868131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb74ef63-e85e-48f1-933c-62dfbc4e088f · outbound

This paper cites Lying Blindly: Bypassing ChatGPT's Safeguards to Generate Hard-to-Detect Disinformation Claims.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Lying Blindly: Bypassing ChatGPT's Safeguards to Generate Hard-to-Detect Disinformation Claims

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.873482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b4974e5-b054-4b56-ad5a-d66fa0d45741 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:27.841272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c00049b9-6039-4651-92e5-c9811984bbdc · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:27.821128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5d6a3c81-6f00-4d5d-8efa-35e115d78dd5 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.887853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcdbf6ba-05ba-469f-aa78-396ca4958c90 · outbound

This paper cites Holistic Evaluation of Language Models.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Holistic Evaluation of Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.892141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bb77930-8dae-44e5-afce-56afac2dde20 · outbound

This paper cites MultiSocial: Multilingual Benchmark of Machine-Generated Text Detection of Social-Media Texts.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation MultiSocial: Multilingual Benchmark of Machine-Generated Text Detection of Social-Media Texts

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.896968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65c6a2be-3ec6-439f-b36a-f0b63f2f6f59 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.902407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e40fcd15-a87e-40a2-8e9d-ddc5ca1c1c87 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:27.801041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7abae6bd-d37b-468e-a27c-f4ddeb7eb6fe · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.911999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abaad75d-8cac-418b-bde0-9c9e3d2a1ab6 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 27

Resolution: verified exact; doi, observed 2026-08-11T12:58:27.209758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4fb57a30-58c2-4421-a017-1a64058665f9 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.922021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aac00bb5-a703-4378-8998-e22f5d314bc9 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 29

Resolution: verified exact; doi, observed 2026-08-11T12:58:27.191125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b54868b8-c903-4673-9271-1223917edeaf · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 30

Resolution: verified exact; doi, observed 2026-08-11T12:58:27.164119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b46ea476-4908-44e3-ad12-f0438f16939e · outbound

This paper cites LLM Evaluators Recognize and Favor Their Own Generations.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation LLM Evaluators Recognize and Favor Their Own Generations

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.937180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc6bfdd1-4422-4764-adf0-6581c855ba9d · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 32

Resolution: verified exact; doi, observed 2026-08-11T12:58:27.144690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 32d53c8a-39a7-4726-b5dd-fcf953d6887d · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:27.742192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7ebf955c-72a8-49b2-9c50-1f0e3b280052 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:27.714282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 515ec7f9-81ff-4412-9d5c-b143c367ca2f · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.954779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 474e3c32-c82a-42a6-96c0-15234dd5e5e1 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 36

Resolution: verified exact; doi, observed 2026-08-11T12:58:27.109676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a48b3bc1-fc35-4c17-80e9-54e4b17edc17 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.964460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9ed1848-d4fc-47ec-93f2-32599d4ed679 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 38

Resolution: verified exact; doi, observed 2026-08-11T12:58:27.079332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1d774906-322d-4347-b04c-0e73640f22a6 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.972941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8d971aa-971e-4939-bd15-d109c939f4f8 · outbound

This paper cites Automated Evaluation of Personalized Text Generation using Large Language Models.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Automated Evaluation of Personalized Text Generation using Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.977405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd036c3a-7001-4f4c-a0da-0eea253617d8 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:27.693716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f98931a6-9a99-464b-a876-0c03e8606c92 · outbound

This paper cites Large language models can consistently generate high-quality content for election disinformation operations.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Large language models can consistently generate high-quality content for election disinformation operations

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.987039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d919ca4-2dc3-47b0-9be8-aa191c8f93d2 · outbound

This paper cites an unresolved cited work.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.992430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4ef6a89-a55d-487f-aa4f-8d31e69f5fa2 · outbound

This paper cites Red teaming ChatGPT via Jailbreaking: Bias, Robustness, Reliability and Toxicity.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Red teaming ChatGPT via Jailbreaking: Bias, Robustness, Reliability and Toxicity

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:26.997667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 056c0f05-62fa-49d2-867a-55b97ea1f336 · outbound

This paper cites online" 'onlinestring :=.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation online" 'onlinestring :=

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:27.003737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbb9426c-13a2-41e3-bad3-bad7558eed0f · outbound

This paper cites write newline.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation write newline

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:27.009529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 92f07f4f-e302-4cf5-a27b-ed8ad3e24bd4 · inbound

Contextualized Counterspeech: Strategies for Adaptation, Personalization, and Evaluation cites this paper.

Contextualized Counterspeech: Strategies for Adaptation, Personalization, and Evaluation Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-11T18:59:31.840432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57120ddb-8970-4d96-b258-a53bc8fb3204 · inbound

Security Concerns for Large Language Models: A Survey cites this paper.

Security Concerns for Large Language Models: A Survey Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation

Reference 78

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:27:03.825519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.