Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T04:51:45.352664Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T04:51:45.352664Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T20:15:23.310901Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T08:30:57.392683Z
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 07779185-31ee-44a1-bcfe-a3f4fb07ed89 · outbound
Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Unresolved cited work
Reference 1
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.
Observation 245e3bd9-fa4c-40d9-87db-61a27b64620f · outbound
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
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.
Observation 55e342e7-74e9-4d52-8b29-15d328792865 · outbound
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
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.
Observation d5ac033d-8b77-4b99-a948-cd46de432697 · outbound
Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Exposing deep fakes using inconsistent head poses,
Reference 4
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.
Observation 47a8b146-2fe9-4d0e-aec9-50376579b950 · outbound
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
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.
Observation b4fcdfdb-d48d-4d6d-962d-0abdf5542a7c · outbound
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
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.
Observation 38a33129-2bbf-4da8-8d37-c3caff5661e8 · outbound
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
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.
Observation 97ead392-dfbd-4220-83b7-8c2b12d98fa6 · outbound
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
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.
Observation 1e42ca71-c983-4e58-886e-b4250c64251d · outbound
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
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.
Observation 5d8ad55b-1b31-4ff8-937b-b61ca852084d · outbound
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
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.
Observation b5fcaee0-ad66-444c-b962-d4be53dc3637 · outbound
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
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.
Observation fb6a9849-e7f9-4d7b-adb7-802731ad93fe · outbound
Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning " this is fake news
Reference 12
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.
Observation 1864d4ff-c1d4-4844-8c39-0278902f3b0c · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e1466f4-b5a9-49ac-a8e3-40dc698e302b · outbound
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
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.
Observation 489d2b00-fe0e-4280-b441-8883774422f7 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 517f282d-9827-41d8-882f-4d61dd45b089 · outbound
Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Ambifc: Fact-checking ambiguous claims with evidence,
Reference 16
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.
Observation 6014e919-1be1-49ae-b5d4-24722c713af8 · outbound
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
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.
Observation e817f4fd-b0e4-4a2c-a0ea-14bcc2b182e0 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa522352-c4c7-4e31-9dba-4a5f8d1e8732 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 927f5946-6d14-4712-ac0f-a06b00034b2a · outbound
Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Empowering LLMs with Logical Reasoning: A Comprehensive Survey
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fe4467a-5854-4db6-a794-ac9dd117f2e0 · outbound
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
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.
Observation 26d3176b-c86e-45bf-8f47-0f1f27d227e3 · outbound
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
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.
Observation 842a594f-3d5a-4886-ae68-b640ef11c7e7 · outbound
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
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.
Observation c5088dd3-c637-4aa9-bdbb-716e1c7ddd9a · outbound
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
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.
Observation 6bfbd73a-4086-48f4-9b7b-28890fedafc0 · outbound
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
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.
Observation 15f31955-8a10-48ab-9aee-ee9279930787 · outbound
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
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.
Observation a8ce4737-c8ae-42b7-b641-3c6d1ce75c30 · outbound
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
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.
Observation d3bd6b25-4dbe-4df0-991d-bb6292e683b1 · outbound
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
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.
Observation 009d28c5-51fe-4b7f-9535-cb20fbf59aac · outbound
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
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.
Observation c4b80329-547d-4871-9e3c-9f4bce0e12f7 · outbound
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
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.
Observation 53dce378-b298-4e09-9b3d-f1ff7451d763 · outbound
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
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.
Observation b331c9c0-0f00-4795-bc67-a0261a26b23e · outbound
Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Diffusion models in text generation: a survey,
Reference 32
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.
Observation 09c4e866-4723-4be3-b303-9b993b563422 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fab9e7b0-279d-4e8e-a962-87ba50717c44 · outbound
Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Latent diffusion for language generation,
Reference 34
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.
Observation 7b2e67e7-2b1d-4830-a05e-cf67a674e239 · outbound
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
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.
Observation 66e7ce2e-8a35-492e-94e0-f1bcc7dbe4e0 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d019114d-a543-4e08-b4df-e122d779106f · outbound
Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Incomplete multimodality- diffused emotion recognition,
Reference 37
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.
Observation 338a2190-b2a3-417f-9f92-8360ced95016 · outbound
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
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.
Observation 8a24bf80-0c5b-41be-9eee-d84e1b386669 · outbound
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
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.
Observation 5002b012-ae8b-40d4-81d2-35daf0c9ebfd · outbound
Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning React: Synergizing reasoning and acting in language models,
Reference 40
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.
Observation 9ba3f407-595a-4e71-ad0e-cf76d70439b6 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4668ed58-7025-4763-a614-b8b11901d7c6 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6061ceed-bcc2-45e8-bae1-f248c5718841 · outbound
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
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Unavailable: canonical work link unavailable.
Observation bf499b12-41b8-4b58-a6d4-a33e9b673203 · outbound
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
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.
Observation 65f7da99-86e8-49f0-848b-eec0b587c8ed · outbound
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
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.
Observation 0035dedf-cd4b-4ade-a346-20050dc02b2b · outbound
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
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.
Observation c20713df-98af-4e2e-99d5-f11a5019713c · outbound
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
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.
Observation a34a60f3-d658-4de9-9353-c53e3c02972e · outbound
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
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.
Observation 158baacb-d981-4b90-8dfc-dac614da3657 · outbound
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
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.
Observation 57a9356f-5034-4ec3-8dc4-1eec17caad71 · outbound
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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Unavailable: canonical work link unavailable.
Observation 02f16bf3-0db5-4ed4-98c7-72a683ba35ba · outbound
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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Unavailable: canonical work link unavailable.
Observation 2a6bc536-62dc-4dd9-af19-0ce5c954ea49 · outbound
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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Unavailable: canonical work link unavailable.
Observation 27cd1f78-1374-4e2a-a5cd-7dad6adb1e06 · outbound
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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Unavailable: canonical work link unavailable.
Observation d1505550-36e1-4d67-bd46-bc227bde2df3 · outbound
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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Unavailable: canonical work link unavailable.
Observation c277a0f6-e54c-4ded-b6d1-de2609a238df · outbound
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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Observation 4137a901-e798-440c-bc8b-dd54b1493efc · outbound
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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Observation ff82a9e9-aab2-4aa7-8e7b-4c5743d2e6ad · outbound
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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Unavailable: canonical work link unavailable.
Observation 0955c44f-b605-4fe1-a250-3a117806ab46 · outbound
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
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 56cf224e-c3e9-4c42-8b72-fbf5952150e2 · outbound
Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Unresolved cited work
Reference 59
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.
Observation 9de97982-dc83-4814-91d0-012554b387b5 · outbound
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
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 669acfbd-b740-4216-8ce5-8c347e332f00 · inbound
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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Observation 584cb8d0-bdf6-493a-9f90-bf6908e0178b · inbound
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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Observation 137e6bbf-84ae-4cc0-a13f-5e610f413ea1 · inbound
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
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.
Observation f2b58e12-127e-4609-9caf-cc9f3a0df078 · inbound
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
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.