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Paper Citation Record · LEDGER

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

As of 9 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.059909Z digest=sha256:ff5ed077b99cb88f9302b236d325d2787922dce1f0d38910f6626609e8604e81

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.065856Z digest=sha256:e623d0073b3c5101e547541df96698e616429504c0e100d79fd5ab981bcf5eb0

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

Resolution
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.071774Z digest=sha256:decdbecb2d0bbd53a3b5defe961054ec37288615b1fde5de8dd59d9a207f2695

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.077633Z digest=sha256:f48ff67582bcd7e677b79d0bf59fd18b3ed6cbc127d644c4baccbe4c70e8a4f7

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.082869Z digest=sha256:2b0e9aae009633c02acca8bf2adfb787486b5a2bc3b9cb95510915f4cb23d21a

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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.087304Z digest=sha256:9200feb05abd1b3624cb712d97bc7cb20edb4521a86c2232e340583c56aa0164

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.093568Z digest=sha256:4a36b6588bc4645817fdc7423ddb70e1ba3dc346b1db511c7f436fd797348c17

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

Resolution
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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.099106Z digest=sha256:fd7da6a26cb02d039308caa7caec16b3bc850254927b8917d783d48e6637bab4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.104023Z digest=sha256:f4703300ede12ea4b7b94a3e1c5d8a77aa3d5ffa3a38083f37868e8ba7aad664

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.110428Z digest=sha256:992197db1c783094ccd82a45b3ddfce09349d0b881939247c78648e0e1973cd3

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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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.115468Z digest=sha256:ac6d19743709bd7afb80f83f718927b13a9d55f7b2b45624e0038e9e7198e4f1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.120401Z digest=sha256:07bff6cabf00b7bfa5f0aae7c044c723a6c6968a40e00b1188ddac1ecb7e237c

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:f94e30d273272ed1920f861bb9804a5ef43b89d886412dc3736137c348df6f18

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.131001Z digest=sha256:0b2fb767fd0d0b9615917ab622d2995ce6066e7623620e7b397a79866d4e0cda

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=sha256:2ce748e5c95759eeb201da2e15ed311ac708d97a45f513cb261763f9625307e3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.142399Z digest=sha256:4d73764f4fd26e1b703b2317ca3b2f0467d4e9f402c0a212185aff605f5adb89

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
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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.147865Z digest=sha256:c155de5815b37fa1790594776ace8870751127a7a9203e4a890136dce27eb1e0

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

Resolution
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:e60d1eb4fd501743f9c9889b314aa1fe41f204802d4b8ea473444a79d5496625

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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unresolved
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=sha256:4d97d3a742aece27830810f2a99cc137653e0e7f41d6afb9fde726b04394d794

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
unresolved
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=sha256:3f508ed360cd3efcbd103aec1c46773c22f6bd73f99b843ce6632873735e2a53

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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.168887Z digest=sha256:a9d028e1cac638a54ca5ec8adf3e07880470ef340d0ac464690abdf410ced194

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.173951Z digest=sha256:a65d3622418a7a58da76f88fac6efa133076b8f74f9bf06767881969d65c32ea

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.178620Z digest=sha256:4b67c87b925d1cdf7e8d7b3bbbde0f872b304783a896128d14590dfac84eeeae

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
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.183123Z digest=sha256:7884f85dfd32759f4f3b675ce21a036082d41de40807f45125b4ffd8eca2260e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.187779Z digest=sha256:da1c4993fcf05f69c39ab4b996b16524742441278b484b00574148fb62cd5265

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.192561Z digest=sha256:e8548620fd2c3cb72a2e6e61ccc2023635164e2ee3fba086d422b7fe8e3733b6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.197824Z digest=sha256:60cd13a0a0aef91ff641a2a4346ede2798bd97d54a77a1d0e024cd8db89afd02

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.202211Z digest=sha256:4de07c50dbed2d02ef9729e71c44ece1662f332d8769f20afa03d9f724115311

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.207264Z digest=sha256:df2fc5188d75c311488bcfb073ef5a369eda4a93ab25f0a685130867e3d23619

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.212752Z digest=sha256:76f21d4f295ca028da15d267caef6b564d6c4d83b94a0f57fb0d578b95ddec4c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.217588Z digest=sha256:4c2a64375e389539cd62c82253980d155554499f03401b1e9b89fc50b3f966a6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.221868Z digest=sha256:d244e29cb720998f4da1f95144cfc916902845eaf5b16f8ef0a151fe4a76e5b6

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:c216972f1712d7c8779a9f22b8ed69244e7ff87dc8f5fe7faffa4ffb55788a15

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.232024Z digest=sha256:9ccfccb025b4e01e9e4fdc2fffee921380cad55479c90c9c4b60dc522d4a5bd5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.236603Z digest=sha256:68a2db458ed5a7ada57a201f0f1b20410189d17af6b22b7896978619fdbc8a66

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:db9f4d724f53224dddece02d60d67a800aa1601aab822b6ce46fbeac5c3ac1cb

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.246672Z digest=sha256:0439689ad55c7858d974cf0e20b1c83bba024b9c813c18a21bf0db2e940e75fc

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.252245Z digest=sha256:7a084ecdc90eced9794c8590a05cf81954ab902d9de91dbdd63c9328fe67bc9c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.256978Z digest=sha256:b49bb18b443c1a518b7ea23322380d1e40e421b0fe14d26b6ab89a229354605c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.261286Z digest=sha256:041460a2542d135a2dbc17dc9e09c6c7e9cb3bc4162b481219af68e61d7d5244

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:c74078674ebe4be383a8878b12c91b15e74ab5c821f9205b2dd2f18c1838357d

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=sha256:5480017cec5989f6d4a535c8a0c0525ffd0ca46188c78a3dbe301d1c371111b8

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
unresolved
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=sha256:0c9c5539b26a568447abea323629a5ef0bb4b8655cbdb3b8303257fe356747ec

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.280072Z digest=sha256:8c4349daac21229e50cfab0ee3ac0f0d66e3cd7e94e55d8d72764a694daf63fb

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.284676Z digest=sha256:59675e888b1eaf260a666b2dd37801a790ada708452d3192acd8d008784877fc

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.288994Z digest=sha256:3110d593dffba24d8a50b7e5cf30920de6d9f23ccb4df5d59ebde1e28669c041

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.292904Z digest=sha256:2c83d7915f43fd9276aee2cff954bb1370bee9912058456e6447aa975c356f13

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.296936Z digest=sha256:220e3d672e6176fdc527e88987c526d016d10fa019081af2a2b6b050bf9da5b5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.300932Z digest=sha256:ec4c8dcfc7d5e2681e1caf2dcee209200ecf86446edbfd02673657bc257a16eb

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=sha256:5069e1878ac4512a027645947c08eb7361c777523fe0f531381cb7acdb22afe5

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:e1719e71a00c7d825bad4c85e994aa68bda1b3fb9c9a50a0cc52fb4e18d1b2e5

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=sha256:8bcb508a3ab5fdc2ab10563f2d79e5a38cde61bf6216b7f18b8706e99bae74a7

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=sha256:8abb22830613f57a6d9e128f6d299278c5a50615a21a567e10fab255599c7467

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:ae3c515375d9d93e0bf387bec2fff4b8276a9e67bb0828907a79b3842341a70c

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=sha256:995ebd8ca8066657f34f7685a81f52221ceb962e8254b56857a4f991f8adea11

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=sha256:96e1696f8ecfc152c6b4c0d40daf684a318069d4179323fd73b7b79b15a4c4a6

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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unresolved
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:e5b27f30b13b55be1d9d7d4aad2124425e2957d8bd7c3515370fe81f71aeabfb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.342708Z digest=sha256:9258b63eec039c2458d240497a617b9abdf9486a525a749cfca0d6e2cc535802

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.348025Z digest=sha256:a98021785fdb66a1cd71de9a7e87c01ed7a0a2c5e19309ecfc2695fd9b6c4ae0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:51:45.352664Z digest=sha256:bf83546ca68c1b640f8621ebc53534db07b46d09abf03370423aee7fee62a81d

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=sha256:6ddf806f2cffe06e5ac8b88b62cf936b4ac90062975045c78e7864807d8c51d5

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=sha256:4503d2bc0f4ab1af9c25d568a0602a1d519ed713fc5f3bbd3514af5699877f2d

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

Resolution
verified exact
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T17:57:11.383278Z digest=sha256:302e13ba480a8423ce5b57081be80efeb4f3b9070a3177fa9e125f5f5dd1893a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T16:36:12.879432Z digest=sha256:158a689421f43413f5b6a3ff238bd22467d109f4d4b49380d6e5b5efa94d82eb