Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T12:25:35.696234Z
Paper Citation Record · LEDGER
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs
As of 10 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 3 inbound Pith citation observations for arXiv:2601.03134.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T13:17:54.105923Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
34 of 34 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved34
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation 5d8dba10-7970-4c52-8ea0-9dcc067cb961 · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:31.739639Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf8b983e-305f-4549-a491-cbaaaa306192 · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:31.897095Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 299be890-54d8-41a3-9814-6fa4373b5c6f · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:32.044997Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ae205bd-84f6-484f-9192-07d9f80c007c · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:32.293342Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73411c7a-a259-4658-9594-12450c5340f8 · outbound
This paper cites Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:32.456180Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 522e9eb4-4001-4c36-96a0-3d8055adf513 · outbound
This paper cites BERTopic: Neural topic modeling with a class-based TF-IDF procedure.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs BERTopic: Neural topic modeling with a class-based TF-IDF procedure
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:32.565094Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2f67ca0-258e-4005-ae2f-b3e13c8e37c8 · outbound
This paper cites Measuring Massive Multitask Language Understanding.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Measuring Massive Multitask Language Understanding
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:32.711698Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 824f035f-5094-424e-a452-88bc06af391e · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:32.836594Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89394885-0877-4c26-b748-406f678fbd00 · outbound
This paper cites Personalized Attacks of Social Engineering in Multi-turn Conversations: LLM Agents for Simulation and Detection.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Personalized Attacks of Social Engineering in Multi-turn Conversations: LLM Agents for Simulation and Detection
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:32.948104Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0a1caca-be29-408d-a36e-477d7831a04a · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:33.104108Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3e22359-6472-42ba-9b11-73774b64f5c4 · outbound
This paper cites Jailbreaking ChatGPT via Prompt Engineering: An Empirical Study.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Jailbreaking ChatGPT via Prompt Engineering: An Empirical Study
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:33.238167Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24140e30-7888-4d4b-afe8-e1d3905c3783 · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:33.330116Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e1e86d6c-cc54-4b5f-bb48-b3ea7b41c57a · outbound
This paper cites UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:33.427265Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d51579f0-1da4-48cf-a937-98a86f9847ee · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:33.519804Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1fccd5c-8bb0-423d-a214-d449e282cf61 · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:33.617747Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 932b32fe-dec7-4db4-956d-fed7d25c44e7 · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:33.790406Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04346957-710d-40d1-a98c-05435b416ce3 · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:33.919308Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61478a50-5b51-4c97-8637-76e41ab1998e · outbound
This paper cites Red Teaming Language Models with Language Models.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Red Teaming Language Models with Language Models
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:34.013710Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e29004d6-eaf9-4ce4-9f10-1590649af543 · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:34.111001Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab8ca46b-c63f-41e8-8b2f-35b77131785a · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:34.177547Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3deb425b-d027-4d07-a0ae-d5ab4d0e1d51 · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:34.293687Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2b10540-8228-41c5-bf61-46f792ddd917 · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:34.420702Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a953454c-b9d7-45d4-a472-c95d32b93553 · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:34.551565Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c908630-35f0-4147-ba21-b91f985bd8f5 · outbound
This paper cites Multilingual E5 Text Embeddings: A Technical Report.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Multilingual E5 Text Embeddings: A Technical Report
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:34.677204Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac63c0e4-43f6-4fdc-8632-a06ae6834f22 · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:34.808541Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d67d91af-cc65-4c6b-a65f-0fb1b5e63b0d · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:34.930454Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0430e8ca-3c2c-490e-8826-67183e0245f8 · outbound
This paper cites Ethical and social risks of harm from Language Models.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Ethical and social risks of harm from Language Models
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:35.054739Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1b55191-f787-4875-a75b-72a0f1cce591 · outbound
This paper cites An analysis of scam baiting calls: Identifying and extracting scam stages and scripts.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs An analysis of scam baiting calls: Identifying and extracting scam stages and scripts
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:35.167573Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 443e0ec4-a0a6-405e-915d-7d13f9f2cc15 · outbound
This paper cites Fraud-R1 : A Multi-Round Benchmark for Assessing the Robustness of LLM Against Augmented Fraud and Phishing Inducements.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Fraud-R1 : A Multi-Round Benchmark for Assessing the Robustness of LLM Against Augmented Fraud and Phishing Inducements
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:35.258969Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ccfe00c-f136-4dbc-a689-5771a13d4d75 · outbound
This paper cites an unresolved cited work.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Unresolved cited work
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:35.326917Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2265f817-e369-425e-8618-eaa513eac59a · outbound
This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs WebArena: A Realistic Web Environment for Building Autonomous Agents
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:35.400053Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0db6fbcf-0991-4630-96e9-28565d282ce3 · outbound
This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs Universal and Transferable Adversarial Attacks on Aligned Language Models
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:35.467660Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd23dba3-0776-4085-9df3-6d24bd8d0d01 · outbound
This paper cites online" 'onlinestring :=.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs online" 'onlinestring :=
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:35.564399Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ba07657-1e5f-4496-97ba-f4ac0d12cbbc · outbound
This paper cites write newline.
The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs write newline
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:25:35.696234Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 96083beb-51f2-4d2e-804a-0a771e800c9a · inbound
An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory cites this paper.
An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T03:43:49.131694Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10edc6fe-3f77-4740-9431-9182978ff920 · inbound
An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory cites this paper.
An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T06:52:54.850826Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb9ad427-fec9-403f-acb2-dccf6fe770fd · inbound
Robust Critics: Defending LLMs Against Multi-Turn Attacks cites this paper.
Robust Critics: Defending LLMs Against Multi-Turn Attacks The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs
Reference 57
- Resolution
- verified exact
- local_arxiv, observed 2026-08-02T13:18:20.951274Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.