Pith. sign in

Paper Citation Record · LEDGER

MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2406.08772.

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

pith.paper-citation-record.v1
2406.08772 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:47:04.853714Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T17:29:59.904451Z

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 5c42174c-1ce8-4611-890d-f11558e0a95a · inbound

Fact-Checking with Contextual Narratives: Leveraging Retrieval-Augmented LLMs for Social Media Analysis cites this paper.

Fact-Checking with Contextual Narratives: Leveraging Retrieval-Augmented LLMs for Social Media Analysis MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-22T21:07:07.963810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-22T21:07:05.192222Z digest=sha256:add5d6fa188ca266564515d1e76bd74dd9f053c6764cc70d78d919170480fcb6

Observation 06c72e8a-e854-4a60-8000-213fcd6a42e5 · inbound

Evidence-Grounded Multimodal Misinformation Detection with Attention-Based GNNs cites this paper.

Evidence-Grounded Multimodal Misinformation Detection with Attention-Based GNNs MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-07T14:47:04.853714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:47:04.853714Z digest=sha256:fbd75f5971d780045ccea310d57c7a9cf8a3e38a8b691afc09f7c2ab03025b7b

Observation 6a3373ba-1d1f-4f6f-a32b-afcaa1148bf1 · inbound

Truth over Tricks: Measuring and Mitigating Shortcut Learning in Misinformation Detection cites this paper.

Truth over Tricks: Measuring and Mitigating Shortcut Learning in Misinformation Detection MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T11:29:54.085993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:29:54.085993Z digest=sha256:8926883dc34cc9b9d473f46fd906d4447a98817366514576d3801b60562af792

Observation fbff2460-3f35-417b-ba84-73776ce93e96 · inbound

RealFactBench: A Benchmark for Evaluating Large Language Models in Real-World Fact-Checking cites this paper.

RealFactBench: A Benchmark for Evaluating Large Language Models in Real-World Fact-Checking MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T00:51:47.124066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:51:47.124066Z digest=sha256:8c922ca1093927fb34c679f176948c602b56b54d99499a19ce72291a6c4f1238

Observation 2e74f394-0ccb-41e4-b42c-97679f23dfb7 · inbound

XFacta: Contemporary, Real-World Dataset and Evaluation for Multimodal Misinformation Detection with Multimodal LLMs cites this paper.

XFacta: Contemporary, Real-World Dataset and Evaluation for Multimodal Misinformation Detection with Multimodal LLMs MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T05:03:56.963399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:03:56.963399Z digest=sha256:b222e9f0b337c952a25d6d06859c717e118ff74b5cb4bc0a80b5ed0d8052388c

Observation d21a7aa0-b291-49e5-9f0f-ecc1bd292ae3 · inbound

MERIT: Modular Framework for Multimodal Misinformation Detection with Web-Grounded Reasoning cites this paper.

MERIT: Modular Framework for Multimodal Misinformation Detection with Web-Grounded Reasoning MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-18T06:15:57.936229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-18T06:15:18.638758Z digest=sha256:76197d8b7cded330cc637b0b2d43fd11ce8155ab2b635381f90cc46cfd9e3ff9

Observation ff8e8bd5-ea97-492d-8926-83e42372cb09 · inbound

RW-Post: Auditable Evidence-Grounded Multimodal Fact-Checking in the Wild cites this paper.

RW-Post: Auditable Evidence-Grounded Multimodal Fact-Checking in the Wild MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-16T19:31:13.336555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-16T19:28:44.365827Z digest=sha256:b1aae86fed66b7e4503d4c66098704ebd0d95abddc40a5e8e699307f5e7e2418

Observation a955fd4f-8512-46c6-bfb0-2db3f3a4e5a5 · inbound

XNote: Benchmarking Automated Community Notes Generation for Image-based Contextual Deception cites this paper.

XNote: Benchmarking Automated Community Notes Generation for Image-based Contextual Deception MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-05-21T10:40:00.502591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-21T10:39:09.209094Z digest=sha256:39a4772d4729256e24c4bb6f3813fbee2ae2c111d797fc911f40ec7541ef2982

Observation 3b39c96a-c84f-48cb-b5c4-6eb3f136e686 · inbound

MOMENTA: Mixture-of-Experts Over Multimodal Embeddings with Neural Temporal Aggregation for Misinformation Detection cites this paper.

MOMENTA: Mixture-of-Experts Over Multimodal Embeddings with Neural Temporal Aggregation for Misinformation Detection MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-10T06:51:46.055780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T06:48:57.990433Z digest=sha256:c6bbbe76b6d7839c5d31630c25ffe6c22b11705b1e10ab80f32d7d5fd0eb66ae

Observation 44899fbe-5c6f-4aa6-aa73-2ac85f0b55db · inbound

RW-Post: Auditable Evidence-Grounded Multimodal Fact-Checking in the Wild cites this paper.

RW-Post: Auditable Evidence-Grounded Multimodal Fact-Checking in the Wild MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:41:25.715834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-12T05:04:08.747717Z digest=sha256:4c26876aba30cc25d115cc261dc8834227a2f28a1cfbae10889201bdb0094a8f

Observation d20fdc83-d91f-410e-9248-57b23476e84c · inbound

FakeVLM-R1: Internalizing Physical Laws via CoT for Synthetic Image Detection cites this paper.

FakeVLM-R1: Internalizing Physical Laws via CoT for Synthetic Image Detection MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-06-29T08:03:14.164592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-29T07:59:44.436264Z digest=sha256:89a106d5ff7673f0b3bf1b1f2dd130f04da6b017d9bfb492357e9f1a81ef0e5b

Observation d11edc81-4b4f-4fc2-94ea-a55bcc384181 · inbound

The Warrant Gap: Claim-Conditioned Re-scoring for Fact-Checking cites this paper.

The Warrant Gap: Claim-Conditioned Re-scoring for Fact-Checking MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Reference 83

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T17:29:59.905996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-06-25T23:42:53.179881Z digest=sha256:7b4381d5e6683a6b1deee0784b9b374e2d7a014ea0ad66754eae494d97562ff4