Paper Citation Record · LEDGER

Challenges and Innovations in LLM-Powered Fake News Detection: A Synthesis of Approaches and Future Directions

As of 23 August 2026, this Paper Citation Record lists 4 of 4 outbound references and 3 inbound Pith citation observations for arXiv:2502.00339.

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

pith.paper-citation-record.v1
2502.00339 v1

Coverage vector

measured 4 of 4 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T19:25:47.335559Z

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:21:01.862576Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T01:50:38.328658Z

Reference resolution

4 of 4 outbound references displayed

verified exact0
verified fuzzy2
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1c1ca3b4-1f42-4a36-9205-e05eb007da9c · outbound

This paper cites LLM-Enhanced multimodal detection of fake news.

Challenges and Innovations in LLM-Powered Fake News Detection: A Synthesis of Approaches and Future Directions LLM-Enhanced multimodal detection of fake news

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:25:47.404575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6fd7c71d-305a-48fe-96be-456cb247b3c2 · outbound

This paper cites Detect, Investigate, Judge and Determine: A Knowledge-guided Framework for Few-shot Fake News Detection.

Challenges and Innovations in LLM-Powered Fake News Detection: A Synthesis of Approaches and Future Directions Detect, Investigate, Judge and Determine: A Knowledge-guided Framework for Few-shot Fake News Detection

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-09T19:25:47.327682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4352e8d8-4daa-4ae5-a279-8d33b3d08301 · outbound

This paper cites Fake News in Sheep's Clothing: Robust Fake News Detection Against LLM-Empowered Style Attacks.

Challenges and Innovations in LLM-Powered Fake News Detection: A Synthesis of Approaches and Future Directions Fake News in Sheep's Clothing: Robust Fake News Detection Against LLM-Empowered Style Attacks

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:25:47.392322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5b5d1aa7-fc67-42b1-8b60-56b4f3dea203 · outbound

This paper cites Detecting COVID-19 Conspiracy Theories with Transformers and TF-IDF.

Challenges and Innovations in LLM-Powered Fake News Detection: A Synthesis of Approaches and Future Directions Detecting COVID-19 Conspiracy Theories with Transformers and TF-IDF

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T19:25:47.335559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 01cce3d6-94b9-4c10-aaef-637ac03e3f44 · inbound

A Hybrid Transformer Model for Fake News Detection: Leveraging Bayesian Optimization and Bidirectional Recurrent Unit cites this paper.

A Hybrid Transformer Model for Fake News Detection: Leveraging Bayesian Optimization and Bidirectional Recurrent Unit Challenges and Innovations in LLM-Powered Fake News Detection: A Synthesis of Approaches and Future Directions

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T22:39:55.090976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85d2a4d2-cb7d-471b-a097-2412e088998a · inbound

User Behavior Analysis in Privacy Protection with Large Language Models: A Study on Privacy Preferences with Limited Data cites this paper.

User Behavior Analysis in Privacy Protection with Large Language Models: A Study on Privacy Preferences with Limited Data Challenges and Innovations in LLM-Powered Fake News Detection: A Synthesis of Approaches and Future Directions

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:01.862576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8109cd7-f4e9-40d0-ac3c-7d0457900a3b · inbound

ZoFia: Zero-Shot Fake News Detection with Entity-Guided Retrieval and Multi-LLM Interaction cites this paper.

ZoFia: Zero-Shot Fake News Detection with Entity-Guided Retrieval and Multi-LLM Interaction Challenges and Innovations in LLM-Powered Fake News Detection: A Synthesis of Approaches and Future Directions

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-18T01:50:38.331450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.