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Paper Citation Record · LEDGER

Fraud-R1 : A Multi-Round Benchmark for Assessing the Robustness of LLM Against Augmented Fraud and Phishing Inducements

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2502.12904.

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

pith.paper-citation-record.v1
2502.12904 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:00:23.385065Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T04:33:57.793875Z

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 5967f17a-7e92-468a-8ed1-74e2f00d83f3 · inbound

COMPKE: Complex Question Answering under Knowledge Editing cites this paper.

COMPKE: Complex Question Answering under Knowledge Editing Fraud-R1 : A Multi-Round Benchmark for Assessing the Robustness of LLM Against Augmented Fraud and Phishing Inducements

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-07T12:00:23.385065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:00:23.385065Z digest=sha256:ecb9b9601c6154b18d2ed2e285d96228b9124c9d0bdc960aad3df11e5327f43c

Observation 47c352ea-c9fd-4ec8-aeec-8af44940afda · inbound

Mitigating Behavioral Hallucination in Multimodal Large Language Models for Sequential Images cites this paper.

Mitigating Behavioral Hallucination in Multimodal Large Language Models for Sequential Images Fraud-R1 : A Multi-Round Benchmark for Assessing the Robustness of LLM Against Augmented Fraud and Phishing Inducements

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T05:43:35.808325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:43:35.808325Z digest=sha256:8085b6e5cbcf4086e254b51ddad77312db5609cd493484e1b21fc77a5f61a2bb

Observation e7771e42-e03c-48d7-9b75-092d5901cee3 · inbound

The Compositional Architecture of Regret in Large Language Models cites this paper.

The Compositional Architecture of Regret in Large Language Models Fraud-R1 : A Multi-Round Benchmark for Assessing the Robustness of LLM Against Augmented Fraud and Phishing Inducements

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:45.829331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:59:45.829331Z digest=sha256:dd0cfbee902b526cac026e4471ad336f4e2fb3566ebdde6ddb4c78ba49a2c045

Observation 58db1d10-d6fd-411f-97d7-51ba86297893 · inbound

Understanding Structured Financial Data with LLMs: A Case Study on Fraud Detection cites this paper.

Understanding Structured Financial Data with LLMs: A Case Study on Fraud Detection Fraud-R1 : A Multi-Round Benchmark for Assessing the Robustness of LLM Against Augmented Fraud and Phishing Inducements

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-05-16T22:01:17.949447Z

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=arxiv_source observed=2026-05-16T21:59:13.588901Z digest=sha256:8422b5951c0f1415c47ea666cd2f56867d1ecd4940f5eaf91657037fff9a220b

Observation 443e0ec4-a0a6-405e-915d-7d13f9f2cc15 · inbound

The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs cites this paper.

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.

source=arxiv_source observed=2026-08-03T12:25:35.258969Z digest=sha256:b4202b7a331f6d4f381c83cdca5559ad839c3c70f7411fafe7aef8844d695af7

Observation 539d436b-7d58-49f5-899e-366689babc30 · inbound

Rethinking Fraud Safety Evaluation: Multi-Round Attacks Reveal Safety-Utility Tradeoffs in Graph-Context LLM Defenders cites this paper.

Rethinking Fraud Safety Evaluation: Multi-Round Attacks Reveal Safety-Utility Tradeoffs in Graph-Context LLM Defenders Fraud-R1 : A Multi-Round Benchmark for Assessing the Robustness of LLM Against Augmented Fraud and Phishing Inducements

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-21T04:33:57.795729Z

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=2026-05-21T04:33:04.629491Z digest=sha256:238dcd1f722eb45d94c126b35775b64b4777d08139e35c48c03a7a7652b4278c

Observation cf0bf2ce-9957-4027-b117-dcfa602240c3 · inbound

AISPA: User-Centric System Prompt Auditing for Large Language Model Applications cites this paper.

AISPA: User-Centric System Prompt Auditing for Large Language Model Applications Fraud-R1 : A Multi-Round Benchmark for Assessing the Robustness of LLM Against Augmented Fraud and Phishing Inducements

Reference 23

Resolution
unresolved
no resolver link, observed 2026-07-31T02:04:06.886372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T02:04:06.886372Z digest=sha256:efb0b5c19161d2689d170d4176ae8c6e431e28bec80ae69f8b6ca2ca28ef6bf1