Paper Citation Record · LEDGER

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms

As of 8 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 1 inbound Pith citation observation for arXiv:2506.05538.

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

pith.paper-citation-record.v1
2506.05538 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:24:24.870923Z

measured 25 of 25 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-11T00:53:18.735506Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T05:00:57.477342Z

Reference resolution

24 of 24 outbound references displayed

verified exact3
verified fuzzy0
unresolved20
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6d947910-07aa-44f7-bb4d-71d254f72f4a · outbound

This paper cites an unresolved cited work.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.544120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92116c9b-1212-4f73-ba98-dacd7e1183e2 · outbound

This paper cites The DeepSpeak Dataset.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms The DeepSpeak Dataset

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.578426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2031a53-783d-451e-9e1e-da10020f7760 · outbound

This paper cites AV-Deepfake1M: A Large-Scale LLM-Driven Audio-Visual Deepfake Dataset.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms AV-Deepfake1M: A Large-Scale LLM-Driven Audio-Visual Deepfake Dataset

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.596655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f457c4ce-d067-4f3f-877d-6da782ef073c · outbound

This paper cites an unresolved cited work.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.613112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ade29599-4ffc-4ba7-a1ff-d7223cc5992b · outbound

This paper cites Do You Really Mean That? Content Driven Audio-Visual Deepfake Dataset and Multimodal Method for Temporal Forgery Localization.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Do You Really Mean That? Content Driven Audio-Visual Deepfake Dataset and Multimodal Method for Temporal Forgery Localization

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:24:25.501940Z

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.

Observation 9f623a21-5d4b-4f17-a44b-5687384daa4e · outbound

This paper cites an unresolved cited work.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-08-07T10:24:25.001292Z

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.

Observation 67333402-8794-4259-b6e1-6af259205a3f · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.649615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e089611a-1d22-43af-82fe-63a9ca0aec7f · outbound

This paper cites The DeepFake Detection Challenge (DFDC) Dataset.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms The DeepFake Detection Challenge (DFDC) Dataset

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.660461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd01376b-248d-4bf7-a7eb-0d4ef8998e6c · outbound

This paper cites an unresolved cited work.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:24:25.773715Z

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.

Observation 417afad0-22a0-4775-8c2b-c121fa2072dd · outbound

This paper cites Contextual Cross-Modal Attention for Audio-Visual Deepfake Detection and Localization.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Contextual Cross-Modal Attention for Audio-Visual Deepfake Detection and Localization

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.681657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d63e26c7-4236-4b3a-a77b-28a257c4bf7b · outbound

This paper cites FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.690484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f98a29d9-2ce3-4cbe-adc0-b7cc53ca5775 · outbound

This paper cites an unresolved cited work.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.698676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 969babaf-bdd1-41b4-ad33-832f30a07e68 · outbound

This paper cites an unresolved cited work.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:24:25.747584Z

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.

Observation 05e35ee4-05dd-4ac5-b858-65cf2f87155d · outbound

This paper cites A Comprehensive Overview of Large Language Models.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms A Comprehensive Overview of Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.723302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 053d37e6-e36e-4348-a95b-a9e45a799d34 · outbound

This paper cites Robust Speech Recognition via Large-Scale Weak Supervision.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Robust Speech Recognition via Large-Scale Weak Supervision

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.738562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b849b07-d899-4c0d-aed9-622c927b7025 · outbound

This paper cites Robust Speech Recognition via Large-Scale Weak Supervision.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Robust Speech Recognition via Large-Scale Weak Supervision

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.751517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1105d67f-5e30-4389-90a3-c6a0fd226a34 · outbound

This paper cites You Only Look Once: Unified, Real-Time Object Detection.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms You Only Look Once: Unified, Real-Time Object Detection

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.767642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55b0bd8b-c63d-4d6d-b8c7-da6ca0e99a88 · outbound

This paper cites an unresolved cited work.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Unresolved cited work

Reference 18

Resolution: malformed identifier; no resolver link, observed 2026-08-07T10:24:24.780692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f095175-1ed0-4c20-9835-96cb6218a84d · outbound

This paper cites an unresolved cited work.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.793722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91fd93f0-a4bb-4a3b-9608-8aec71e414ed · outbound

This paper cites an unresolved cited work.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.811158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98096c8f-5777-4309-a152-2f5070f64a79 · outbound

This paper cites DiffusionFake: Enhancing Generalization in Deepfake Detection via Guided Stable Diffusion.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms DiffusionFake: Enhancing Generalization in Deepfake Detection via Guided Stable Diffusion

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.824978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de4d5c37-86ec-4c4d-b2f8-7a54473eb67d · outbound

This paper cites an unresolved cited work.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:24:25.703962Z

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.

Observation 9d0d4ca3-bc06-46bf-a869-d3a6248c91ef · outbound

This paper cites Tidler and Richard Catrambone.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Tidler and Richard Catrambone

Reference 23

Resolution: verified exact; doi, observed 2026-08-07T10:24:24.934188Z

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.

Observation 761a6cea-b1e4-4d55-b427-94620f4f3aa1 · outbound

This paper cites Detecting and Correcting Hate Speech in Multimodal Memes with Large Visual Language Model.

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms Detecting and Correcting Hate Speech in Multimodal Memes with Large Visual Language Model

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:24.870923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 18c7311f-0a77-49a2-8187-741d14056b9b · inbound

Advancing Reliable Synthetic Video Detection: Insights from the SAFE Challenge cites this paper.

Advancing Reliable Synthetic Video Detection: Insights from the SAFE Challenge SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:00:57.480154Z

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.