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Paper Citation Record · LEDGER

ScamGPT-J: Inside the Scammer's Mind, A Generative AI-Based Approach Toward Combating Messaging Scams

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2412.13528.

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

pith.paper-citation-record.v1
2412.13528 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:55:32.889476Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T22:33:48.591475Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 32b65904-4f43-4348-b594-a451fae3d5b2 · inbound

Promoting Online Safety by Simulating Unsafe Conversations with LLMs cites this paper.

Promoting Online Safety by Simulating Unsafe Conversations with LLMs ScamGPT-J: Inside the Scammer's Mind, A Generative AI-Based Approach Toward Combating Messaging Scams

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T11:55:32.889476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:55:32.889476Z digest=sha256:78713d709ab93c7299e71878749f6d4a22e980d8745d02228848de75a979ae62

Observation 2d73c78b-1e6c-4b23-97e4-9a9a09aa44cd · inbound

ORACLE: Anticipating Scams from Partial Trajectories in Streaming App Usage cites this paper.

ORACLE: Anticipating Scams from Partial Trajectories in Streaming App Usage ScamGPT-J: Inside the Scammer's Mind, A Generative AI-Based Approach Toward Combating Messaging Scams

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-20T22:33:48.594561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-20T22:31:48.012441Z digest=sha256:49c8b98894f903c922b80d88c3439b34fe4de95482d3aa2e410f56ed4bf64aa7