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Paper Citation Record · LEDGER

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning

As of 7 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 4 inbound Pith citation observations for arXiv:2506.21557.

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

pith.paper-citation-record.v1
2506.21557 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:51:45.352664Z

measured 64 of 64 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T20:15:23.310901Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T08:30:57.392683Z

Reference resolution

60 of 60 outbound references displayed

  • verified exact4
  • verified fuzzy36
  • unresolved20
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 07779185-31ee-44a1-bcfe-a3f4fb07ed89 · outbound

This paper cites an unresolved cited work.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Unresolved cited work

Reference 1

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unresolved
raw_fallback, observed 2026-08-07T04:51:48.974235Z

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=2026-08-07T04:51:45.059909Z digest=sha256:8d48c14aceeba09fb71744276a5beae293b33bbbf6ee46997dc90c4812dfa329

Observation 245e3bd9-fa4c-40d9-87db-61a27b64620f · outbound

This paper cites Beyond news contents: The role of social context for fake news detection,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Beyond news contents: The role of social context for fake news detection,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-07T04:51:48.829268Z

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=2026-08-07T04:51:45.065856Z digest=sha256:564a618a8d50cdd83880973dc298183056a3c8f33e034d24bb75b945d9242185

Observation 55e342e7-74e9-4d52-8b29-15d328792865 · outbound

This paper cites Nlp-based feature extraction for the detection of covid-19 misinformation videos on youtube,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Nlp-based feature extraction for the detection of covid-19 misinformation videos on youtube,

Reference 3

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raw_fallback, observed 2026-08-07T04:51:48.687625Z

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=2026-08-07T04:51:45.071774Z digest=sha256:113a409c138ec194f61e52baa90280c54094d7e399522da9765393f60b838229

Observation d5ac033d-8b77-4b99-a948-cd46de432697 · outbound

This paper cites Exposing deep fakes using inconsistent head poses,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Exposing deep fakes using inconsistent head poses,

Reference 4

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raw_fallback, observed 2026-08-07T04:51:48.555875Z

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=2026-08-07T04:51:45.077633Z digest=sha256:49010b8989f668bbf77e751623a687ba52dd63a011fbb2f5f2002c7732cc9b72

Observation 47a8b146-2fe9-4d0e-aec9-50376579b950 · outbound

This paper cites Spotfake+: A multimodal framework for fake news detection via transfer learning (student abstract),.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Spotfake+: A multimodal framework for fake news detection via transfer learning (student abstract),

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-07T04:51:48.425176Z

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=2026-08-07T04:51:45.082869Z digest=sha256:5f48eb0a67ba64252c99be27e1a03f7e2ce3607412cdb3d45bb500f8fdbd74a2

Observation b4fcdfdb-d48d-4d6d-962d-0abdf5542a7c · outbound

This paper cites Fmfn: Fine-grained multimodal fusion networks for fake news detection,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Fmfn: Fine-grained multimodal fusion networks for fake news detection,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:48.314214Z

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=2026-08-07T04:51:45.087304Z digest=sha256:9afc7a80ca5e9f5effe35bce7e67c20a66cdc65d2c76c042fc5a72d8228680da

Observation 38a33129-2bbf-4da8-8d37-c3caff5661e8 · outbound

This paper cites Not all fake news is semantically similar: Contextual semantic representation learning for multimodal fake news detec- tion,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Not all fake news is semantically similar: Contextual semantic representation learning for multimodal fake news detec- tion,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:48.200040Z

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=2026-08-07T04:51:45.093568Z digest=sha256:d705c9aeb2171085f05e8f1a09d2fa07348268f46ca58abb607e04e41363df7a

Observation 97ead392-dfbd-4220-83b7-8c2b12d98fa6 · outbound

This paper cites Modeling both intra-and inter-modality uncertainty for multimodal fake news detection,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Modeling both intra-and inter-modality uncertainty for multimodal fake news detection,

Reference 8

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raw_fallback, observed 2026-08-07T04:51:48.016073Z

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=2026-08-07T04:51:45.099106Z digest=sha256:a6cec92a4f2272340d4e8ffbc2294a92e6dbdd5829848b6d492682c9528449ff

Observation 1e42ca71-c983-4e58-886e-b4250c64251d · outbound

This paper cites Cross-modal contrastive learning for multimodal fake news detection,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Cross-modal contrastive learning for multimodal fake news detection,

Reference 9

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raw_fallback, observed 2026-08-07T04:51:47.736492Z

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=2026-08-07T04:51:45.104023Z digest=sha256:6fc66546b13be6e37006453e2c18011ec227804aa7a4cd6ab5afb80548c2ee9d

Observation 5d8ad55b-1b31-4ff8-937b-b61ca852084d · outbound

This paper cites Fakesv: A multimodal benchmark with rich social context for fake news detection on short video platforms,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Fakesv: A multimodal benchmark with rich social context for fake news detection on short video platforms,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:47.524230Z

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=2026-08-07T04:51:45.110428Z digest=sha256:ad3f0009a25db7cc16ba3bbbbbd4a5a7b283c4ad317a22084981e672005af6de

Observation b5fcaee0-ad66-444c-b962-d4be53dc3637 · outbound

This paper cites A multimodal fake news detection model based on crossmodal attention residual and multichannel convolutional neural networks,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning A multimodal fake news detection model based on crossmodal attention residual and multichannel convolutional neural networks,

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-07T04:51:47.303408Z

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=2026-08-07T04:51:45.115468Z digest=sha256:a3d2d3df1b1b4f7c418df0b086c20c1fcd8dafdfeebfe140db094e33c41aa74e

Observation fb6a9849-e7f9-4d7b-adb7-802731ad93fe · outbound

This paper cites " this is fake news.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning " this is fake news

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:47.094074Z

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=2026-08-07T04:51:45.120401Z digest=sha256:652a066d54dd09472e7344bd8b67491030ea5598c8d243f009004c43901cebb0

Observation 1864d4ff-c1d4-4844-8c39-0278902f3b0c · outbound

This paper cites Two Heads Are Better Than One: Improving Fake News Video Detection by Correlating with Neighbors.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Two Heads Are Better Than One: Improving Fake News Video Detection by Correlating with Neighbors

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T04:51:45.125249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.125249Z digest=sha256:9cbb3718b2a4c0e874b169924b9ef5f650823cea470fe0bdabb0d01c915509ba

Observation 0e1466f4-b5a9-49ac-a8e3-40dc698e302b · outbound

This paper cites WSDMS: Debunk Fake News via Weakly Supervised Detection of Misinforming Sentences with Contextualized Social Wisdom.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning WSDMS: Debunk Fake News via Weakly Supervised Detection of Misinforming Sentences with Contextualized Social Wisdom

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-08-07T04:51:46.056393Z

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=2026-08-07T04:51:45.131001Z digest=sha256:c501c1d2ddccf3d9e0e6e64f570fc5b8b9d8eca921008399c1648a41677d502e

Observation 489d2b00-fe0e-4280-b441-8883774422f7 · outbound

This paper cites Missing Counter-Evidence Renders NLP Fact-Checking Unrealistic for Misinformation.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Missing Counter-Evidence Renders NLP Fact-Checking Unrealistic for Misinformation

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T04:51:45.136891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.136891Z digest=sha256:95267d32755e0c167527708167303d5172ae65169be090cf24765e07df127a0f

Observation 517f282d-9827-41d8-882f-4d61dd45b089 · outbound

This paper cites Ambifc: Fact-checking ambiguous claims with evidence,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Ambifc: Fact-checking ambiguous claims with evidence,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.862105Z

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=2026-08-07T04:51:45.142399Z digest=sha256:b9b8801e908f094def264a444856268f617e05083322b02bedf5bab9a5fbc670

Observation 6014e919-1be1-49ae-b5d4-24722c713af8 · outbound

This paper cites Credible, unreliable or leaked?: Evi- dence verification for enhanced automated fact-checking,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Credible, unreliable or leaked?: Evi- dence verification for enhanced automated fact-checking,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.817725Z

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=2026-08-07T04:51:45.147865Z digest=sha256:b82ffcf6c66081e921aa28cec5cf0c95f9a5b7f8fd4b3d9255cc46846f28b2df

Observation e817f4fd-b0e4-4a2c-a0ea-14bcc2b182e0 · outbound

This paper cites A Survey on Data Augmentation in Large Model Era.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning A Survey on Data Augmentation in Large Model Era

Reference 18

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unresolved
no resolver link, observed 2026-08-07T04:51:45.152648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.152648Z digest=sha256:9a9a4e67a4fc1f4bee33eef34286ccf59371abc93334dfd4a4cacba56aab6ddb

Observation fa522352-c4c7-4e31-9dba-4a5f8d1e8732 · outbound

This paper cites Text Data Augmentation for Large Language Models: A Comprehensive Survey of Methods, Challenges, and Opportunities.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Text Data Augmentation for Large Language Models: A Comprehensive Survey of Methods, Challenges, and Opportunities

Reference 19

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no resolver link, observed 2026-08-07T04:51:45.158511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.158511Z digest=sha256:fbe64ba4f604d9d45e9fe2ac34a0309c13cddd0b60bb0ba8dd3ad8a0b6af3a97

Observation 927f5946-6d14-4712-ac0f-a06b00034b2a · outbound

This paper cites Empowering LLMs with Logical Reasoning: A Comprehensive Survey.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Empowering LLMs with Logical Reasoning: A Comprehensive Survey

Reference 20

Resolution
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no resolver link, observed 2026-08-07T04:51:45.163191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.163191Z digest=sha256:d120ba73c6892746fc14fbf5de27ff96122e98f489adf06d3bd02d0fdd2f23e3

Observation 6fe4467a-5854-4db6-a794-ac9dd117f2e0 · outbound

This paper cites Fka-owl: Advancing multimodal fake news detection through knowledge-augmented lvlms,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Fka-owl: Advancing multimodal fake news detection through knowledge-augmented lvlms,

Reference 21

Resolution
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raw_fallback, observed 2026-08-07T04:51:46.772993Z

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=2026-08-07T04:51:45.168887Z digest=sha256:7fb40cb23f300a53e86fd3becf8ff445b89c9730c7d2374e4934b19de54c41ab

Observation 26d3176b-c86e-45bf-8f47-0f1f27d227e3 · outbound

This paper cites Fakenewsgpt4: advancing multimodal fake news detection through knowledge-augmented lvlms,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Fakenewsgpt4: advancing multimodal fake news detection through knowledge-augmented lvlms,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.719587Z

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=2026-08-07T04:51:45.173951Z digest=sha256:fe162849e0a671624c6bcd94f5c4d5ef275fadab77d0a2ff6a6fe1668ccd87b5

Observation 842a594f-3d5a-4886-ae68-b640ef11c7e7 · outbound

This paper cites Enhanc- ing multilingual fake news detection through llm-based data augmentation,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Enhanc- ing multilingual fake news detection through llm-based data augmentation,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.651142Z

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=2026-08-07T04:51:45.178620Z digest=sha256:56ea9cf6ba8f70b92f48e6166c5efc3ae4998c58d7ce5d3d9aeac76f8c3b73d6

Observation c5088dd3-c637-4aa9-bdbb-716e1c7ddd9a · outbound

This paper cites Bad actor, good advisor: Exploring the role of large language models in fake news detection,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Bad actor, good advisor: Exploring the role of large language models in fake news detection,

Reference 24

Resolution
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raw_fallback, observed 2026-08-07T04:51:46.603616Z

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=2026-08-07T04:51:45.183123Z digest=sha256:1a06e999e40be28f85371ab302bba1a8ba07645bce2311e7aabad08e58b8cd89

Observation 6bfbd73a-4086-48f4-9b7b-28890fedafc0 · outbound

This paper cites Explainable fake news detection with large language model via defense among competing wisdom,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Explainable fake news detection with large language model via defense among competing wisdom,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.567530Z

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=2026-08-07T04:51:45.187779Z digest=sha256:6dc277e1b8d2c08fdc989400d84283fda33327a0a802ab7f8c2a4d12b39e0a39

Observation 15f31955-8a10-48ab-9aee-ee9279930787 · outbound

This paper cites Limited Effectiveness of LLM-based Data Augmentation for COVID-19 Misinformation Stance Detection.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Limited Effectiveness of LLM-based Data Augmentation for COVID-19 Misinformation Stance Detection

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-08-07T04:51:45.943796Z

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=2026-08-07T04:51:45.192561Z digest=sha256:6b76d001fd0b1370434a5d15dbfee4b62b43d8be6324462c68a4dabac0e63758

Observation a8ce4737-c8ae-42b7-b641-3c6d1ce75c30 · outbound

This paper cites Fak- ingrecipe: Detecting fake news on short video platforms from the perspective of creative process,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Fak- ingrecipe: Detecting fake news on short video platforms from the perspective of creative process,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.528687Z

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=2026-08-07T04:51:45.197824Z digest=sha256:fa87934d2baa235ac6ff468318780c243b583a2a1b6a5b5fdb9b777393972bff

Observation d3bd6b25-4dbe-4df0-991d-bb6292e683b1 · outbound

This paper cites Modality Interactive Mixture-of-Experts for Fake News Detection.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Modality Interactive Mixture-of-Experts for Fake News Detection

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-07T04:51:45.916532Z

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=2026-08-07T04:51:45.202211Z digest=sha256:56831b8b41219133a3cd0cd90fd9c061cfdd8b57d1176532338cbf33f50e522c

Observation 009d28c5-51fe-4b7f-9535-cb20fbf59aac · outbound

This paper cites Dsen-ek: Dual-layer semantic information extraction network with external knowledge for fake news detection,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Dsen-ek: Dual-layer semantic information extraction network with external knowledge for fake news detection,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.481053Z

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=2026-08-07T04:51:45.207264Z digest=sha256:d417ea92ff642c30a0a645ef1241530e1598ba04fa87d26599021454d91a7d6d

Observation c4b80329-547d-4871-9e3c-9f4bce0e12f7 · outbound

This paper cites Cross-modal augmentation for few-shot multimodal fake news detection,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Cross-modal augmentation for few-shot multimodal fake news detection,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.442454Z

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=2026-08-07T04:51:45.212752Z digest=sha256:1d959f5cb959d322bab759037146d2163e6cfa52cd7ac6afbc74b26b0a8e4780

Observation 53dce378-b298-4e09-9b3d-f1ff7451d763 · outbound

This paper cites On fake news detection with llm enhanced semantics mining,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning On fake news detection with llm enhanced semantics mining,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.414778Z

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=2026-08-07T04:51:45.217588Z digest=sha256:6d59a9cf2a33efc51d53d2d7f2d7a7e1fda4df9251b71ae6fbf915fd38cec2fc

Observation b331c9c0-0f00-4795-bc67-a0261a26b23e · outbound

This paper cites Diffusion models in text generation: a survey,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Diffusion models in text generation: a survey,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.398220Z

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=2026-08-07T04:51:45.221868Z digest=sha256:b3f5b5f9b86b24964fa09f754ad8da1e89619490b8b57a60a5efef9a8395327b

Observation 09c4e866-4723-4be3-b303-9b993b563422 · outbound

This paper cites DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.226452Z digest=sha256:96511b81b756a0f47c5a853b0b63f5a2193b3a14f5b7a3201b627b4e8dba8d3e

Observation fab9e7b0-279d-4e8e-a962-87ba50717c44 · outbound

This paper cites Latent diffusion for language generation,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Latent diffusion for language generation,

Reference 34

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raw_fallback, observed 2026-08-07T04:51:46.382648Z

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=2026-08-07T04:51:45.232024Z digest=sha256:cf29e2498dee58c5cb7f5b127c17cad94045b19bb3bbe09767c509b849b23520

Observation 7b2e67e7-2b1d-4830-a05e-cf67a674e239 · outbound

This paper cites DiffLM: Controllable Synthetic Data Generation via Diffusion Language Models.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning DiffLM: Controllable Synthetic Data Generation via Diffusion Language Models

Reference 35

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local_arxiv, observed 2026-08-07T04:51:45.867384Z

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=2026-08-07T04:51:45.236603Z digest=sha256:60065e23394cb8c236f7bce1561b097fd06ffedfe4590ba8cb4b14d0100e76c0

Observation 66e7ce2e-8a35-492e-94e0-f1bcc7dbe4e0 · outbound

This paper cites An Effective Deployment of Diffusion LM for Data Augmentation in Low-Resource Sentiment Classification.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning An Effective Deployment of Diffusion LM for Data Augmentation in Low-Resource Sentiment Classification

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.241771Z digest=sha256:968b248f8896656eaa9331eed03aa643f083fb4e7655028127a9c1ee4764e4a9

Observation d019114d-a543-4e08-b4df-e122d779106f · outbound

This paper cites Incomplete multimodality- diffused emotion recognition,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Incomplete multimodality- diffused emotion recognition,

Reference 37

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verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.360735Z

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=2026-08-07T04:51:45.246672Z digest=sha256:904bb375cfd598bac768c3bbaf47f4a384b382c8f880b1c230eff70dd53f1826

Observation 338a2190-b2a3-417f-9f92-8360ced95016 · outbound

This paper cites Data augmentation via diffusion model to enhance ai fairness,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Data augmentation via diffusion model to enhance ai fairness,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.341635Z

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=2026-08-07T04:51:45.252245Z digest=sha256:07f5a0670c90b0e904b6414de1f05ebf8cb9f9f59d59f91e5e9f5d510c67ffd0

Observation 8a24bf80-0c5b-41be-9eee-d84e1b386669 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Chain-of-thought prompting elicits reasoning in large language models,

Reference 39

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verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.319584Z

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=2026-08-07T04:51:45.256978Z digest=sha256:b7c243f0351a31ca6869380d4c24e3fc72c1894f5bfaa531a86d57f7d5578888

Observation 5002b012-ae8b-40d4-81d2-35daf0c9ebfd · outbound

This paper cites React: Synergizing reasoning and acting in language models,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning React: Synergizing reasoning and acting in language models,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.293597Z

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=2026-08-07T04:51:45.261286Z digest=sha256:bcc75e95aade5ec3e5bde2fe169c221bbb4d423ffe6e4ca89de4e039b2a74ea8

Observation 9ba3f407-595a-4e71-ad0e-cf76d70439b6 · outbound

This paper cites Lvagent: Long video understanding by multi- round dynamical collaboration of mllm agents,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Lvagent: Long video understanding by multi- round dynamical collaboration of mllm agents,

Reference 41

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no resolver link, observed 2026-08-07T04:51:45.265884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.265884Z digest=sha256:abf5943f7562deab4a67e16b82798d0f25917920cd9406e6632ff078017676e0

Observation 4668ed58-7025-4763-a614-b8b11901d7c6 · outbound

This paper cites Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation

Reference 42

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no resolver link, observed 2026-08-07T04:51:45.270470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.270470Z digest=sha256:5d0359c405dd4261817f87bf4ca7ed1156f6e55fcfef76b9c8caa1b731a57f54

Observation 6061ceed-bcc2-45e8-bae1-f248c5718841 · outbound

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

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Detect, Investigate, Judge and Determine: A Knowledge-guided Framework for Few-shot Fake News Detection

Reference 43

Resolution
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no resolver link, observed 2026-08-07T04:51:45.275681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.275681Z digest=sha256:7eb88ebc7cd9bae961614118036a7e86fbc38e95b5cccda724964c9d2c60b866

Observation bf499b12-41b8-4b58-a6d4-a33e9b673203 · outbound

This paper cites Is llms hallucination usable? llm-based negative reasoning for fake news detection,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Is llms hallucination usable? llm-based negative reasoning for fake news detection,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.271342Z

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=2026-08-07T04:51:45.280072Z digest=sha256:a09e416e79ebbfc455aec452412222c52126b8def236d46766658395e36aa98b

Observation 65f7da99-86e8-49f0-848b-eec0b587c8ed · outbound

This paper cites A corpus of debunked and verified user- generated videos,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning A corpus of debunked and verified user- generated videos,

Reference 45

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verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.245152Z

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=2026-08-07T04:51:45.284676Z digest=sha256:65cda1063eb722ede3dbd6163dd56470aa55e4d52730984c564ff203cf5bd799

Observation 0035dedf-cd4b-4ade-a346-20050dc02b2b · outbound

This paper cites A multimodal misinformation detector for covid-19 short videos on tiktok,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning A multimodal misinformation detector for covid-19 short videos on tiktok,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.219414Z

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=2026-08-07T04:51:45.288994Z digest=sha256:5d42ffb506d29e12ef5ec26a3dfa6811c72de24fa5bfbcd56da55a8d22c2ac6c

Observation c20713df-98af-4e2e-99d5-f11a5019713c · outbound

This paper cites Using topic modeling and adversarial neural networks for fake news video detection,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Using topic modeling and adversarial neural networks for fake news video detection,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.194985Z

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=2026-08-07T04:51:45.292904Z digest=sha256:7ddfc5de755da97cf28a31205628a7a55a8196cc64fcc6694bdde62b8c86bfac

Observation a34a60f3-d658-4de9-9353-c53e3c02972e · outbound

This paper cites Mitigating world biases: A multimodal multi-view debiasing framework for fake news video detection,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Mitigating world biases: A multimodal multi-view debiasing framework for fake news video detection,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.176969Z

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=2026-08-07T04:51:45.296936Z digest=sha256:03cc27544848a6111024893c296909cc4579147ddd5f9132bd54df9ba4a78ffb

Observation 158baacb-d981-4b90-8dfc-dac614da3657 · outbound

This paper cites Mmsfd: Multi-grained and multi-modal fusion for short video fake news detection,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Mmsfd: Multi-grained and multi-modal fusion for short video fake news detection,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.158188Z

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=2026-08-07T04:51:45.300932Z digest=sha256:a4bd3b5705db3baeed3a93a4ad31aba0f6edb3747d7db986386234764e5ae043

Observation 57a9356f-5034-4ec3-8dc4-1eec17caad71 · outbound

This paper cites The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision).

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision)

Reference 50

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no resolver link, observed 2026-08-07T04:51:45.305185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.305185Z digest=sha256:52efffe962aa245f5cba34fe4aa86cdeb0141b7b276e57338fe562d3ffc938bf

Observation 02f16bf3-0db5-4ed4-98c7-72a683ba35ba · outbound

This paper cites Qwen2.5-VL Technical Report.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Qwen2.5-VL Technical Report

Reference 51

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no resolver link, observed 2026-08-07T04:51:45.309770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.309770Z digest=sha256:3235c7a62b2edf5d40cceb29706dae798b84a3e1dda0543cda9882a2153212fd

Observation 2a6bc536-62dc-4dd9-af19-0ce5c954ea49 · outbound

This paper cites Qwen2.5-Omni Technical Report.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Qwen2.5-Omni Technical Report

Reference 52

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no resolver link, observed 2026-08-07T04:51:45.313988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.313988Z digest=sha256:fbfd19b276d37e2e86c407aa6bac7d12b7fa17f37f2513eb67998c3198fcf81c

Observation 27cd1f78-1374-4e2a-a5cd-7dad6adb1e06 · outbound

This paper cites GLM-4-Voice: Towards Intelligent and Human-Like End-to-End Spoken Chatbot.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning GLM-4-Voice: Towards Intelligent and Human-Like End-to-End Spoken Chatbot

Reference 53

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no resolver link, observed 2026-08-07T04:51:45.320447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.320447Z digest=sha256:d1fe15fb07e3b15ad8b48d39162e6af6832b7de41f451933f583f8bb1a9bbe86

Observation d1505550-36e1-4d67-bd46-bc227bde2df3 · outbound

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

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 54

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no resolver link, observed 2026-08-07T04:51:45.324793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.324793Z digest=sha256:c0a0977707273ddab66f51c223e964d5959ca752ea9a04cca7486cbd3f53e065

Observation c277a0f6-e54c-4ded-b6d1-de2609a238df · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 55

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no resolver link, observed 2026-08-07T04:51:45.329968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.329968Z digest=sha256:54f438b8a9275f14fc0b98a5f5d914c949d4685613ceb30f778782bbb5f95be2

Observation 4137a901-e798-440c-bc8b-dd54b1493efc · outbound

This paper cites Unsupervised Cross-lingual Representation Learning at Scale.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Unsupervised Cross-lingual Representation Learning at Scale

Reference 56

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no resolver link, observed 2026-08-07T04:51:45.334273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.334273Z digest=sha256:3561403a8f0c2893f4a33c0392040045b49beeb647b810cd429dfb44ad62d8a7

Observation ff82a9e9-aab2-4aa7-8e7b-4c5743d2e6ad · outbound

This paper cites Learning transferable visual models from natural language supervision,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Learning transferable visual models from natural language supervision,

Reference 57

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no resolver link, observed 2026-08-07T04:51:45.338564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:51:45.338564Z digest=sha256:b7b1061521ec866a5aa9a2301618241a8a08562c990e4eead9ed9e259fa4060f

Observation 0955c44f-b605-4fe1-a250-3a117806ab46 · outbound

This paper cites Large-scale contrastive language-audio pretraining with feature fusion and keyword-to-caption augmentation,.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Large-scale contrastive language-audio pretraining with feature fusion and keyword-to-caption augmentation,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.131787Z

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=2026-08-07T04:51:45.342708Z digest=sha256:d8fe82ee47083977c0e3d28130edc28a0f8d18c967e41e2c4f1fd3ab64fd05b0

Observation 56cf224e-c3e9-4c42-8b72-fbf5952150e2 · outbound

This paper cites an unresolved cited work.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Unresolved cited work

Reference 59

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unresolved
raw_fallback, observed 2026-08-07T04:51:46.116312Z

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=2026-08-07T04:51:45.348025Z digest=sha256:900037679432ee05d2f7077f86cbdd753718740be6998f3102a60bdbf4e57610

Observation 9de97982-dc83-4814-91d0-012554b387b5 · outbound

This paper cites These inputs are processed to generate the veracity judgment.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning These inputs are processed to generate the veracity judgment

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:51:46.099638Z

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=2026-08-07T04:51:45.352664Z digest=sha256:13dcc81fb7dd4067dd140d78f3097ffb1fdbba5caa2ae989b5e1ff61a2d76c78

Pith citing papers

Observation 669acfbd-b740-4216-8ce5-8c347e332f00 · inbound

A Survey on Diffusion Language Models cites this paper.

A Survey on Diffusion Language Models Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning

Reference 118

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no resolver link, observed 2026-08-05T20:15:23.310901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T20:15:23.310901Z digest=sha256:da1b4d95bfa827c360b3670823a075a8852dfcfc22de6f8ac38a5ff35b06f499

Observation 584cb8d0-bdf6-493a-9f90-bf6908e0178b · inbound

Maximizing Mutual Information Between Prompt and Response Improves LLM Performance With No Additional Data cites this paper.

Maximizing Mutual Information Between Prompt and Response Improves LLM Performance With No Additional Data Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning

Reference 6

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no resolver link, observed 2026-07-14T23:48:38.098404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T23:48:38.098404Z digest=sha256:38f605393ba09b542a2f46a34e03debd11848d2b13eaef84908991dea276df2b

Observation 137e6bbf-84ae-4cc0-a13f-5e610f413ea1 · inbound

RASR: Retrieval-Augmented Semantic Reasoning for Fake News Video Detection cites this paper.

RASR: Retrieval-Augmented Semantic Reasoning for Fake News Video Detection Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning

Reference 42

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arxiv_id, observed 2026-05-11T05:46:12.756216Z

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=2026-05-10T17:57:11.383278Z digest=sha256:880fad110e30794c39197a56f4436f166c2eb0d95f74f06efc8d31148c8e2e63

Observation f2b58e12-127e-4609-9caf-cc9f3a0df078 · inbound

Many Ways to Be Fake: Benchmarking Fake News Detection Under Strategy-Driven AI Generation cites this paper.

Many Ways to Be Fake: Benchmarking Fake News Detection Under Strategy-Driven AI Generation Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-11T08:30:57.394536Z

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=2026-05-10T16:36:12.879432Z digest=sha256:8ebcd42d12080489ab6b518dc4bb74c966f12b6a0fc68543d10bec100ef4bd43