Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T16:11:46.344058Z
Paper Citation Record · LEDGER
Send to which account? Evaluation of an LLM-based Scambaiting System
As of 23 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2509.08493.
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 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
17 of 17 outbound references displayed
- verified exact1
- verified fuzzy14
- unresolved1
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 723c1b1f-551e-42ed-a5cd-48de46835fd8 · outbound
This paper cites New FTC data show big jump in reported losses to fraud: $10 billion in 2023,.
Send to which account? Evaluation of an LLM-based Scambaiting System New FTC data show big jump in reported losses to fraud: $10 billion in 2023,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.647570Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a2a2addf-2bae-470d-873c-64e046cf0bfb · outbound
This paper cites Report links chatgpt to 1265% rise in phishing emails,.
Send to which account? Evaluation of an LLM-based Scambaiting System Report links chatgpt to 1265% rise in phishing emails,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.630197Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 432eb1df-3ce3-4ecd-abfc-0a4d77120b8a · outbound
This paper cites Ai tools such as chatgpt are generating a mammoth increase in mali- cious phishing emails,.
Send to which account? Evaluation of an LLM-based Scambaiting System Ai tools such as chatgpt are generating a mammoth increase in mali- cious phishing emails,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.612114Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4543bc5f-1c13-468d-95ca-993b25d75b77 · outbound
This paper cites Discussion paper: Ex- ploiting llms for scam automation: A looming threat,.
Send to which account? Evaluation of an LLM-based Scambaiting System Discussion paper: Ex- ploiting llms for scam automation: A looming threat,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.594110Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e7ccc9c7-ee1b-44b7-8a04-936c100902ab · outbound
This paper cites Abusegpt: Abuse of generative ai chatbots to create smishing campaigns,.
Send to which account? Evaluation of an LLM-based Scambaiting System Abusegpt: Abuse of generative ai chatbots to create smishing campaigns,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.576256Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b58af6e6-1330-4e33-8ad9-837a9440cdb5 · outbound
This paper cites Money mules,.
Send to which account? Evaluation of an LLM-based Scambaiting System Money mules,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.560254Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d9e7cb35-c856-4d52-8328-88639ca4c36b · outbound
This paper cites Phishing and money mules,.
Send to which account? Evaluation of an LLM-based Scambaiting System Phishing and money mules,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.543598Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f476b0a9-8ac3-401c-b58a-3bcb9c6113bc · outbound
This paper cites A framework for analysis attackers’ accounts,.
Send to which account? Evaluation of an LLM-based Scambaiting System A framework for analysis attackers’ accounts,
Reference 8
- Resolution
- verified exact
- doi, observed 2026-08-15T16:11:46.382996Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 82df8f85-442d-40e6-8ab1-2ef8d7119d1d · outbound
This paper cites Prevention, detection, and reaction to cyber impersonation attacks,.
Send to which account? Evaluation of an LLM-based Scambaiting System Prevention, detection, and reaction to cyber impersonation attacks,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.528592Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 802d62ce-244e-4b6d-b9cc-299abb08b8b5 · outbound
This paper cites Bot wars evolved: Orchestrating competing llms in a counterstrike against phone scams,.
Send to which account? Evaluation of an LLM-based Scambaiting System Bot wars evolved: Orchestrating competing llms in a counterstrike against phone scams,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.512357Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cdfeaf36-1a5d-4a2d-805f-72410d1833ea · outbound
This paper cites Puppeteer: Leveraging a large language model for scambaiting,.
Send to which account? Evaluation of an LLM-based Scambaiting System Puppeteer: Leveraging a large language model for scambaiting,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.495796Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3d98c737-f4f3-4b05-8027-ba5d9e4a5cd6 · outbound
This paper cites Re:scam – AI tool to waste scammers’ time (official site),.
Send to which account? Evaluation of an LLM-based Scambaiting System Re:scam – AI tool to waste scammers’ time (official site),
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.478888Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c10cbb3d-4f8e-46d7-8687-6e2c1f5c3bcb · outbound
This paper cites Re:scam2.0 ai email engagement bot,.
Send to which account? Evaluation of an LLM-based Scambaiting System Re:scam2.0 ai email engagement bot,
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.463441Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 299238b4-299b-4027-8149-3e4214b13063 · outbound
This paper cites Send scam emails to this chatbot and it’ll waste their time for you,.
Send to which account? Evaluation of an LLM-based Scambaiting System Send scam emails to this chatbot and it’ll waste their time for you,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.447600Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4e0f69cd-3734-47ce-866a-ec95cd97e430 · outbound
This paper cites ScamGPT-J: Inside the Scammer's Mind, A Generative AI-Based Approach Toward Combating Messaging Scams.
Send to which account? Evaluation of an LLM-based Scambaiting System ScamGPT-J: Inside the Scammer's Mind, A Generative AI-Based Approach Toward Combating Messaging Scams
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:11:46.334141Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4744ab0b-aff1-4be8-a588-d6a9f1df3689 · outbound
This paper cites Into the gray zone: The private sector and active defense against cyber threats,.
Send to which account? Evaluation of an LLM-based Scambaiting System Into the gray zone: The private sector and active defense against cyber threats,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:11:46.432309Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 64447641-12d0-4984-87ec-368a75ac9e6f · outbound
This paper cites The enterprise strikes back: Conceptualizing the hackbot-reversing social engineering in the cyber defense context.
Send to which account? Evaluation of an LLM-based Scambaiting System The enterprise strikes back: Conceptualizing the hackbot-reversing social engineering in the cyber defense context
Reference 17
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-15T16:11:46.416593Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Pith citing papers
No inbound Pith citation observations are available.