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Paper Citation Record · LEDGER

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

As of 9 August 2026, this Paper Citation Record lists 100 of 109 outbound references and 14 inbound Pith citation observations for arXiv:2507.02664.

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

pith.paper-citation-record.v1
2507.02664 v2

Coverage vector

measured 100 of 109 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:32:59.902041Z

measured 114 of 114 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T14:42:14.399692Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T13:09:51.414826Z

Reference resolution

100 of 109 outbound references displayed

  • verified exact3
  • verified fuzzy23
  • unresolved74
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bf18de45-b5c9-4c1c-8199-5dcb47548cb6 · outbound

This paper cites GPT-4 Technical Report.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models GPT-4 Technical Report

Reference 1

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Observation 24dc84c7-df66-41ac-bd29-34820d952a00 · outbound

This paper cites Llama 3 model card.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Llama 3 model card

Reference 2

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Observation 162de45e-5a5c-4ab0-9d52-24267c4d407d · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with human judgments.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Meteor: An automatic metric for mt evaluation with improved correlation with human judgments

Reference 3

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Observation cfba07a0-821b-4c49-95e6-71f22ff0651d · outbound

This paper cites an unresolved cited work.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Unresolved cited work

Reference 4

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Observation 62937a4d-2bd7-419b-8ebf-0be5525f27e2 · outbound

This paper cites AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors

Reference 5

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Observation 38b2d0f9-4ff5-45f0-bf37-62620c07583e · outbound

This paper cites Drct: Diffusion reconstruction contrastive training towards universal detection of diffusion generated images.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Drct: Diffusion reconstruction contrastive training towards universal detection of diffusion generated images

Reference 6

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Observation fba692d6-aa99-4a80-8d68-4f7aac894ecf · outbound

This paper cites DRCT: Diffusion reconstruction contrastive training towards universal detection of diffusion generated images.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models DRCT: Diffusion reconstruction contrastive training towards universal detection of diffusion generated images

Reference 7

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Observation e784e9d2-522e-41b0-997e-f447d06b9fb5 · outbound

This paper cites Mllm-as-a-judge: Assessing multimodal llm-as-a-judge with vision-language benchmark.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Mllm-as-a-judge: Assessing multimodal llm-as-a-judge with vision-language benchmark

Reference 8

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Observation a8846ba0-0a23-42c0-bc19-cb3e9cd1392e · outbound

This paper cites Pixart- σ : Weak-to-strong training of diffusion transformer for 4k text-to-image generation, 2024.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Pixart- σ : Weak-to-strong training of diffusion transformer for 4k text-to-image generation, 2024

Reference 9

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Observation 09981557-512c-477c-be74-e905c3f284f3 · outbound

This paper cites Textdiffuser: Diffusion models as text painters.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Textdiffuser: Diffusion models as text painters

Reference 10

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Observation af90fba2-33cc-4c1a-bd60-a85a00ec8228 · outbound

This paper cites Diffusionfake: En- hancing generalization in deepfake detection via guided sta- ble diffusion.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Diffusionfake: En- hancing generalization in deepfake detection via guided sta- ble diffusion

Reference 11

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Observation 775353a2-cf17-42df-b5a0-dd88d20214c4 · outbound

This paper cites Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 12

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Observation b3719b7d-9473-4744-a02a-16cb6fd44af5 · outbound

This paper cites X2-DFD: A framework for eXplainable and eXtendable Deepfake Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models X2-DFD: A framework for eXplainable and eXtendable Deepfake Detection

Reference 13

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Observation d2f9eae6-8744-4b8d-9f39-89203f394c51 · outbound

This paper cites DiffusionFace: Towards a Comprehensive Dataset for Diffusion-Based Face Forgery Analysis.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models DiffusionFace: Towards a Comprehensive Dataset for Diffusion-Based Face Forgery Analysis

Reference 14

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Observation 2ee08d7c-7c20-4644-93ff-6c2fb13d2190 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 15

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Observation 90a84e48-dd61-4f43-b121-32097f98daff · outbound

This paper cites How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites

Reference 16

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Observation 253b277c-0c2b-4646-bec1-829054648f76 · outbound

This paper cites Chatbot arena: An open platform for evaluating llms by human preference.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Chatbot arena: An open platform for evaluating llms by human preference

Reference 17

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Observation dc8f6aba-06a3-4cab-988d-8b978ed2ea57 · outbound

This paper cites Raising the bar of ai-generated image detection with clip.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Raising the bar of ai-generated image detection with clip

Reference 18

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Observation 0947bf08-dec3-4833-9929-4e0dd35d8078 · outbound

This paper cites InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning

Reference 19

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Observation 24c4ce53-a6e1-470f-88bf-912f4cbfc342 · outbound

This paper cites Instructblip: Towards general- purpose vision-language models with instruction tuning,.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Instructblip: Towards general- purpose vision-language models with instruction tuning,

Reference 20

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Observation f2af373f-17fe-4771-8d81-24b3077be257 · outbound

This paper cites Diffusion models beat gans on image synthesis.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Diffusion models beat gans on image synthesis

Reference 21

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Observation 205ee1f5-cc9f-44ef-b424-5c9de0b1440d · outbound

This paper cites Scaling rectified flow transformers for high-resolution image synthesis.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Scaling rectified flow transformers for high-resolution image synthesis

Reference 22

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Observation 70009202-5096-40cf-932b-6593bda404ff · outbound

This paper cites Humanrefiner: Benchmarking abnormal human generation and refining with coarse-to-fine pose-reversible guidance.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Humanrefiner: Benchmarking abnormal human generation and refining with coarse-to-fine pose-reversible guidance

Reference 23

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Observation 9b83f890-8cab-4bc3-bd4c-b57ea099b6f8 · outbound

This paper cites Leveraging frequency analysis for deep fake image recognition.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Leveraging frequency analysis for deep fake image recognition

Reference 24

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Observation 59c21f27-ac6a-4f6c-adb4-e4c6183e545a · outbound

This paper cites Rich models for steganal- ysis of digital images.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Rich models for steganal- ysis of digital images

Reference 25

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Observation ba2461e4-cd1c-4b4a-9292-c133b1004b66 · outbound

This paper cites Commonsense-T2I Challenge: Can Text-to-Image Generation Models Understand Commonsense?.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Commonsense-T2I Challenge: Can Text-to-Image Generation Models Understand Commonsense?

Reference 26

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Observation c4aa0a5a-671b-4923-b42e-3548a0aa927a · outbound

This paper cites Generative adversarial nets.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Generative adversarial nets

Reference 27

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Observation ff9f7c27-7208-4d51-82f7-f3a49ec50a33 · outbound

This paper cites Rethinking vision-language model in face forensics: Multi-modal interpretable forged face detector.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Rethinking vision-language model in face forensics: Multi-modal interpretable forged face detector

Reference 28

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Observation c9fe9f35-c17c-437b-bcc7-34b0940853b5 · outbound

This paper cites Infinity: Scaling bitwise autoregressive modeling for high-resolution image synthesis, 2024.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Infinity: Scaling bitwise autoregressive modeling for high-resolution image synthesis, 2024

Reference 29

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source=pdf_text observed=2026-08-06T20:32:59.667178Z digest=sha256:5d6c54c53b3e7fb7d4ab7e5349e7d0594e1ac6127bf048d70f1b694afc77d892

Observation 6fc2b604-70b8-412b-84c0-f25953950fc0 · outbound

This paper cites WildFake: A Large-scale Challenging Dataset for AI-Generated Images Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models WildFake: A Large-scale Challenging Dataset for AI-Generated Images Detection

Reference 30

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source=pdf_text observed=2026-08-06T20:32:59.670390Z digest=sha256:5e13125ba05ddbfefe29bf07cf741281db115ddf1ebafa56d225034463d9aa64

Observation 16d2975c-2f59-4c49-89f9-a5ea769a9cf2 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models LoRA: Low-Rank Adaptation of Large Language Models

Reference 31

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Observation 0a0d4f9b-6bd4-4a23-bb23-ca640ff6e814 · outbound

This paper cites SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model

Reference 32

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Observation eb244630-5c76-459a-ae57-2792eebd0114 · outbound

This paper cites FFAA: Multimodal Large Language Model based Explainable Open-World Face Forgery Analysis Assistant.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models FFAA: Multimodal Large Language Model based Explainable Open-World Face Forgery Analysis Assistant

Reference 33

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Observation 43cbb4e5-1ff3-41ba-a220-22d7ae004327 · outbound

This paper cites GPT-4o System Card.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models GPT-4o System Card

Reference 34

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source=pdf_text observed=2026-08-06T20:32:59.685883Z digest=sha256:55411a2d64f2306b6ded5cbfca70510abad40beb37371e8d4df4282dce03e43b

Observation 428e9d3f-54c9-4946-b907-c2918ea52b7b · outbound

This paper cites Can chatgpt detect deepfakes? a study of using multimodal large language models for media forensics.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Can chatgpt detect deepfakes? a study of using multimodal large language models for media forensics

Reference 35

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Observation 0cf21fe3-f83f-4a54-a47c-30ef19bdfccd · outbound

This paper cites Mistral 7B.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Mistral 7B

Reference 36

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Observation d442126f-5c1a-41b8-b5c7-7277343f45db · outbound

This paper cites Fusing global and local features for gen- eralized ai-synthesized image detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Fusing global and local features for gen- eralized ai-synthesized image detection

Reference 37

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Observation 3e98058d-6ce9-436d-96a1-d14afec93561 · outbound

This paper cites How to Distinguish AI-Generated Images from Authentic Photographs.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models How to Distinguish AI-Generated Images from Authentic Photographs

Reference 38

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Observation 5ca5957d-38b1-484b-9a27-6ce0e50ae895 · outbound

This paper cites Characterizing Photorealism and Artifacts in Diffusion Model-Generated Images.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Characterizing Photorealism and Artifacts in Diffusion Model-Generated Images

Reference 39

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Observation 08d60ac3-1c67-41e7-920d-3382ada4a436 · outbound

This paper cites LEGION: Learning to Ground and Explain for Synthetic Image Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models LEGION: Learning to Ground and Explain for Synthetic Image Detection

Reference 40

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source=pdf_text observed=2026-08-06T20:32:59.704798Z digest=sha256:a47c155d85077bb0e50b579c2a95482bb79a4cd4152441357238847b3a36aa4c

Observation c5840a65-9461-4661-a47e-dfb89c6ce056 · outbound

This paper cites Progressive Growing of GANs for Improved Quality, Stability, and Variation.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Progressive Growing of GANs for Improved Quality, Stability, and Variation

Reference 41

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source=pdf_text observed=2026-08-06T20:32:59.708504Z digest=sha256:90a54bf05ca9440bc5fb2895d3e8928f74acc119304ceab7d3d8eb8e8da6ae5b

Observation e8904857-31c4-4fbc-a38c-dd04b94cb28c · outbound

This paper cites A style-based generator architecture for generative adversarial networks.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models A style-based generator architecture for generative adversarial networks

Reference 42

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source=pdf_text observed=2026-08-06T20:32:59.711803Z digest=sha256:2002d2f3942d5243d7ba104fc96fc1f077e953ea5194553a3df85472e811558a

Observation 9ec78d96-bc70-475c-b31d-992dade3de7c · outbound

This paper cites Bi-LORA: A Vision-Language Approach for Synthetic Image Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Bi-LORA: A Vision-Language Approach for Synthetic Image Detection

Reference 43

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local_arxiv, observed 2026-08-06T20:33:00.572913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.715016Z digest=sha256:59c0de357361985d0342f25cb6716704de0c59f7c6c8c1114c3f5eb9d14f4176

Observation 15790d8d-a759-45da-af88-2557723479da · outbound

This paper cites Segment any- thing.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Segment any- thing

Reference 44

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source=pdf_text observed=2026-08-06T20:32:59.718441Z digest=sha256:221c67e028efafe278d2b0e73f9dc93778ab2df3452b077c8eed6e2e07535f19

Observation 2a6243fc-f494-4e64-8db9-e426794e2031 · outbound

This paper cites Leveraging rep- resentations from intermediate encoder-blocks for synthetic image detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Leveraging rep- resentations from intermediate encoder-blocks for synthetic image detection

Reference 45

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source=pdf_text observed=2026-08-06T20:32:59.721368Z digest=sha256:be0f346384c7e2a3f0fa67c15bc2cc31381e0049a18431a216b4a0c4473a0c5d

Observation 237b939b-fafc-4d0f-ab1f-857659f14ba9 · outbound

This paper cites TruthLens: Visual Grounding for Universal DeepFake Reasoning.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models TruthLens: Visual Grounding for Universal DeepFake Reasoning

Reference 46

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source=pdf_text observed=2026-08-06T20:32:59.724346Z digest=sha256:442d40f58a0ca376875a4324192e8b20ae5dc8509964823334933ca0d46cb5d9

Observation 0caa36ec-13ad-4b7f-b4fa-7ec493d05fc0 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Gonzalez, Hao Zhang, and Ion Stoica

Reference 47

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source=pdf_text observed=2026-08-06T20:32:59.727650Z digest=sha256:7a6a72df90cb0431b0c17a6b2f604bf0925518c362dabdd05abebe910301bda0

Observation 235b17dd-e4a5-4369-86ea-b2ed15da53c2 · outbound

This paper cites Quality-agnostic deepfake detection with intra-model collaborative learning.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Quality-agnostic deepfake detection with intra-model collaborative learning

Reference 48

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source=pdf_text observed=2026-08-06T20:32:59.731400Z digest=sha256:bae20e7a803337edfb20b9a6bd883b4e64e2c8da62a7164ca00babd91cdb5416

Observation 9254fb3b-d578-4edd-99a9-f7e9182709e2 · outbound

This paper cites ForgeryGPT: A Multimodal LLM for Interpretable Image Forgery Detection and Localization.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models ForgeryGPT: A Multimodal LLM for Interpretable Image Forgery Detection and Localization

Reference 49

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source=pdf_text observed=2026-08-06T20:32:59.734994Z digest=sha256:ddee686f90b3117739bb5677f17e63143c483ab0d3af67bc8c6255b52d2dc2a5

Observation 7ba93730-4209-44c3-b7ef-2653c7ddd834 · outbound

This paper cites Improving Synthetic Image Detection Towards Generalization: An Image Transformation Perspective.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Improving Synthetic Image Detection Towards Generalization: An Image Transformation Perspective

Reference 50

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source=pdf_text observed=2026-08-06T20:32:59.738700Z digest=sha256:d8715bfeda67c3fd1c3c54a7fa2e2dbf0072f93189133b9bb719eeb1ff00b84c

Observation ee9525fc-0118-44bb-b92e-196f41600804 · outbound

This paper cites FakeBench: Probing Explainable Fake Image Detection via Large Multimodal Models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models FakeBench: Probing Explainable Fake Image Detection via Large Multimodal Models

Reference 51

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source=pdf_text observed=2026-08-06T20:32:59.741798Z digest=sha256:68cd60e1ea7365c9e26e85cf532d40ea3d2d7324541f84850f402153148435d3

Observation 5af2d433-2746-482c-9cb3-b157c4c82e6c · outbound

This paper cites Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline

Reference 52

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source=pdf_text observed=2026-08-06T20:32:59.744923Z digest=sha256:c974258919a8b5d8c79a478896736f0fb040c0a9c929eac0063259fa0435bb79

Observation e0313932-c95c-45ff-9308-5c20c023154e · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Rouge: A package for automatic evaluation of summaries

Reference 53

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source=pdf_text observed=2026-08-06T20:32:59.748485Z digest=sha256:ea4091458e0cba6286387824a9c0c5bbc5702bcd3203f5fde3838ca64bc1ba5d

Observation c6675cbb-1d59-46ce-b472-7970de119378 · outbound

This paper cites Microsoft coco: Common objects in context.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Microsoft coco: Common objects in context

Reference 54

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source=pdf_text observed=2026-08-06T20:32:59.751370Z digest=sha256:513341ec70f239f146e70011f88ff05d2ab8a5240f115b3df406e7cbe2f8c33f

Observation bfdf9b51-a4f3-4b77-83d7-37ca3b5ab571 · outbound

This paper cites DeepSeek-V3 Technical Report.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models DeepSeek-V3 Technical Report

Reference 55

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source=pdf_text observed=2026-08-06T20:32:59.754137Z digest=sha256:55dea4ef0b809c093178b8bfa0b8bb610e718496605b4f0f1ca91c78d6e81bd7

Observation f560e15e-156a-4259-b054-2f17e8b36cf9 · outbound

This paper cites Detecting generated images by real images.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Detecting generated images by real images

Reference 56

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.757087Z digest=sha256:a6eeba6385c785115f3f1ad9ddb1a02b0a0d08e4cbf0c7b40ab030875f98ff00

Observation 31aa60ca-45b8-4db6-a315-505e0635efa9 · outbound

This paper cites Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection

Reference 57

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local_arxiv, observed 2026-08-06T20:33:00.492836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.760120Z digest=sha256:5b225c2c7cb88f4719310e5940a011bdf0313e4522eefd1d20f385a4b991f8d1

Observation 9998f32f-a3a3-4e75-9201-6dd2d24227e3 · outbound

This paper cites Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024

Reference 58

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.763125Z digest=sha256:dfefdc09df90118b8144606d41485ebd401e781a538cba7178ff10271e733ea0

Observation 0d6d297b-15c0-4ddc-b503-224c677cd394 · outbound

This paper cites Visual instruction tuning.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Visual instruction tuning

Reference 59

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.766196Z digest=sha256:9e404cf6c32f3edcacaff3b83c53d6d1d23d18cd925563b850944c8cb2acaf7b

Observation b3cfb5f5-4bde-4019-bf56-943a14e4438d · outbound

This paper cites Forgery-aware adaptive transformer for generalizable synthetic image detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Forgery-aware adaptive transformer for generalizable synthetic image detection

Reference 60

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.769016Z digest=sha256:dcfbdc69758de821256ae6da8297ff579e52e1487753ad25a3d232520c3339d0

Observation 7451c2d2-ec02-45e3-a76c-50aa0cabaad1 · outbound

This paper cites Lareˆ 2: Latent reconstruction error based method for diffusion-generated image detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Lareˆ 2: Latent reconstruction error based method for diffusion-generated image detection

Reference 61

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.772023Z digest=sha256:ff92dbb34af4076f3493d7c9c85d6dc3dcf53fddbb5e2a87b81a8a616bbe9412

Observation 359f02be-c6c2-47a8-bead-1c7c0d943920 · outbound

This paper cites PhyBench: A Physical Commonsense Benchmark for Evaluating Text-to-Image Models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models PhyBench: A Physical Commonsense Benchmark for Evaluating Text-to-Image Models

Reference 62

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source=pdf_text observed=2026-08-06T20:32:59.775335Z digest=sha256:300de6ec7a4d9ea5085852acac6bac80f6b55c849d8ea9b462266ea1cadb109e

Observation e3851425-54f6-4a7d-b536-5296419f5bae · outbound

This paper cites Pixtral large.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Pixtral large

Reference 63

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raw_fallback, observed 2026-08-06T20:33:01.111911Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.778857Z digest=sha256:4204d5b57366418e3d5cc198a9f1c797725010addc1b3c8ba05ce50933e93a33

Observation 103f23d5-53ec-4a65-9423-3b04fbbdff87 · outbound

This paper cites Towards uni- versal fake image detectors that generalize across generative models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Towards uni- versal fake image detectors that generalize across generative models

Reference 64

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raw_fallback, observed 2026-08-06T20:33:01.101917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.781879Z digest=sha256:67090b0c6f26f60a725701ce3c0a167f003f50f0b7f763dac91680eb1701620c

Observation 33b8d622-6547-4c37-acbd-fe46a74882e4 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Bleu: a method for automatic evaluation of machine translation

Reference 65

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source=pdf_text observed=2026-08-06T20:32:59.785036Z digest=sha256:fa46f1ee0d6c71ced7a597a0a74f412a409885fe442541be189c3e247fca8f73

Observation 5760a12c-3724-4208-bac8-4effde0fe299 · outbound

This paper cites MLLM-Enhanced Face Forgery Detection: A Vision-Language Fusion Solution.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models MLLM-Enhanced Face Forgery Detection: A Vision-Language Fusion Solution

Reference 66

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source=pdf_text observed=2026-08-06T20:32:59.788697Z digest=sha256:65eb48981f7bb47bddbbea8d653e7ad74f7271e4f8747e7c504bea4518aa8750

Observation 763a2d9b-7ac8-42e0-8dcf-11e977c22615 · outbound

This paper cites TextSleuth: Towards Explainable Tampered Text Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models TextSleuth: Towards Explainable Tampered Text Detection

Reference 67

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source=pdf_text observed=2026-08-06T20:32:59.792302Z digest=sha256:4c83ce4642d4cbd2adb1058eaa448c0d543a9f96ee21b4dae5e4ebd26c083ea4

Observation a229feac-c959-4a24-b6c6-bb02a0d497de · outbound

This paper cites Learn- ing transferable visual models from natural language super- vision.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Learn- ing transferable visual models from natural language super- vision

Reference 68

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raw_fallback, observed 2026-08-06T20:33:01.084693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.795561Z digest=sha256:4092c9c7ea27e071ad97e7d5ef7570c8d5d073abfa7a51168ac7f28cb0ace44a

Observation c3f26e67-5fcd-42b6-bd5f-8a5d34a83d03 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Direct preference optimization: Your language model is secretly a reward model

Reference 69

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raw_fallback, observed 2026-08-06T20:33:01.074937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.798340Z digest=sha256:37a851d8f383379a8d9ca1af3a041d53a65fa93846991942d36381e6910b8dc9

Observation f6ac9256-87de-46f6-b910-57c11a07fcdb · outbound

This paper cites Towards the Detection of Diffusion Model Deepfakes.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Towards the Detection of Diffusion Model Deepfakes

Reference 70

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source=pdf_text observed=2026-08-06T20:32:59.801516Z digest=sha256:06cf75d737d0c52c8e8502649ebb5be777c3645f628330240376476927fab216

Observation 4353b18f-eb95-4c04-9b71-9405f8892941 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models High-resolution image synthesis with latent diffusion models

Reference 71

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Observation 8a9eca91-bf23-4d25-a0a5-f6561b37f845 · outbound

This paper cites Forsyth, and Anand Bhattad.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Forsyth, and Anand Bhattad

Reference 72

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation bc0b7c4f-02be-4255-b10d-948078d48ed0 · outbound

This paper cites DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation Models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation Models

Reference 73

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source=pdf_text observed=2026-08-06T20:32:59.811059Z digest=sha256:34e2cc503c10f17a958293590fe9c2e5760888e2062a0119574733dc2f5c10cf

Observation 93253187-7552-4283-a9cf-21c80c7b187c · outbound

This paper cites On learn- ing multi-modal forgery representation for diffusion gener- ated video detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models On learn- ing multi-modal forgery representation for diffusion gener- ated video detection

Reference 74

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.814685Z digest=sha256:8932a4e1e385c82c0a8db3e45e2122d86439dcddfe1cad72eba15bc080d1307a

Observation af340e18-710b-4cee-95e7-bce3f0a769ba · outbound

This paper cites Domain general face forgery detection by learning to weight.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Domain general face forgery detection by learning to weight

Reference 75

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.817761Z digest=sha256:f05fb1b2f3a47c75c82e8190eee67acb757c6bc8c9f20c200a957c798337c968

Observation 262edbe9-792b-4716-b717-65b780e46b99 · outbound

This paper cites An information theoretic approach for attention-driven face forgery detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models An information theoretic approach for attention-driven face forgery detection

Reference 76

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.820826Z digest=sha256:3d7f740ed0d4d19cea7f61435dac68e3dd8d97111fbacf7f2c3e7e18df18d44b

Observation 1c8a4c04-533e-45fb-9421-5a1056aa956f · outbound

This paper cites Dual contrastive learning for general face forgery detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Dual contrastive learning for general face forgery detection

Reference 77

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raw_fallback, observed 2026-08-06T20:33:01.022964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.826232Z digest=sha256:be48d873d50eddc5fe48264baed94a680c59134280d4822cf049206aca7f3b03

Observation e689e653-d150-4ac3-bb89-9b46da03a1c4 · outbound

This paper cites Continual face forgery detection via historical distribution preserving.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Continual face forgery detection via historical distribution preserving

Reference 78

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.829800Z digest=sha256:08a36d9472bbfaec495e8484648b744196e1b51f686d8e23adfa1c9b3eacbd17

Observation 86bff1e5-b6d8-4484-a2ab-bc93aff45cd5 · outbound

This paper cites Towards gen- eral visual-linguistic face forgery detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Towards gen- eral visual-linguistic face forgery detection

Reference 79

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raw_fallback, observed 2026-08-06T20:33:01.002434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.832711Z digest=sha256:9988e94758a5e084babc57ef3ccf48b90b95775898a4d4861742cf1a9cfeb4a4

Observation 9180ea56-d09b-402b-8583-4fbefa1375ee · outbound

This paper cites Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 80

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T20:32:59.835972Z digest=sha256:cd6eac7c9aee56f92d151bb8da4a05fbdee94e0cdcbd5775a13308e3f6f2b6bd

Observation 3ffc4d4a-5dc9-4669-b868-2b2a8b0bafba · outbound

This paper cites Forgerysleuth: Em- powering multimodal large language models for image ma- nipulation detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Forgerysleuth: Em- powering multimodal large language models for image ma- nipulation detection

Reference 81

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source=pdf_text observed=2026-08-06T20:32:59.839374Z digest=sha256:75796b807f330f7241cdc80f4dc011eba185def5114feff455e668a05cb2dc5f

Observation 4b779937-6a21-497d-a00a-165b8450b0c3 · outbound

This paper cites Learning on gradients: Generalized ar- tifacts representation for gan-generated images detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Learning on gradients: Generalized ar- tifacts representation for gan-generated images detection

Reference 82

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raw_fallback, observed 2026-08-06T20:33:00.992655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.842126Z digest=sha256:3652241539107de718637284639a543a5f64a09d454674c057596dbe590c99a1

Observation 1d509aa4-09b9-4252-869a-ab0927ab1a55 · outbound

This paper cites Rethinking the up-sampling operations in cnn-based generative network for generaliz- able deepfake detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Rethinking the up-sampling operations in cnn-based generative network for generaliz- able deepfake detection

Reference 83

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raw_fallback, observed 2026-08-06T20:33:00.982916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.845280Z digest=sha256:c62268ef01a26600f5a7052583d7c1f3b6ad8eef3ed2248c700308d6be66b918

Observation 87712d91-621b-4cdc-9de0-5421d67aa766 · outbound

This paper cites Visual autoregressive modeling: Scalable image generation via next-scale prediction.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Visual autoregressive modeling: Scalable image generation via next-scale prediction

Reference 84

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raw_fallback, observed 2026-08-06T20:33:00.973050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.848144Z digest=sha256:8fc1a84c6599e186f94f08f968ab44c75abbad2f429e3854eec82d18e4bee84e

Observation c331c4ef-5f0d-4885-8015-dc306921171d · outbound

This paper cites Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 85

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source=pdf_text observed=2026-08-06T20:32:59.851177Z digest=sha256:368f19208c634d75ea7503b5bc002baf13bb3ac250bb22694179042e4b648fe2

Observation 288e8920-6de6-4f12-9350-0fc47387d92c · outbound

This paper cites Cider: Consensus-based image description eval- uation.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Cider: Consensus-based image description eval- uation

Reference 86

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raw_fallback, observed 2026-08-06T20:33:00.963028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.854864Z digest=sha256:417a2e5c2e574b46725ec741cd62085ab2e8b6d634514c088531810d443b6097

Observation ba473801-4117-4cf4-8b04-659cb258ef77 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 87

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source=pdf_text observed=2026-08-06T20:32:59.858177Z digest=sha256:ccab7dbf57c58f1e0a8b53c18bbfb326d71b960434a56cbef3c370f1866182e1

Observation 4ea7777c-ff1c-471b-b371-895b3d6027b1 · outbound

This paper cites Cnn-generated images are surprisingly easy to spot...for now.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Cnn-generated images are surprisingly easy to spot...for now

Reference 88

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raw_fallback, observed 2026-08-06T20:33:00.846959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.861930Z digest=sha256:3da06620b8301aa93f846d4039be59de947eaeb819b9c829f7628fa8c914d1bd

Observation 356001e0-3719-422f-83ba-d0e37f2e91b0 · outbound

This paper cites Cnn-generated images are surprisingly easy to spot.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Cnn-generated images are surprisingly easy to spot

Reference 89

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verified fuzzy
raw_fallback, observed 2026-08-06T20:33:00.837316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.865196Z digest=sha256:d3225d0d45b12d24271d52da9c1543005615d74af33e52e1bf999073eb422a54

Observation bb08f85e-747f-40b4-9bad-c66492e076a3 · outbound

This paper cites CogVLM: Visual Expert for Pretrained Language Models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models CogVLM: Visual Expert for Pretrained Language Models

Reference 90

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source=pdf_text observed=2026-08-06T20:32:59.868555Z digest=sha256:e6384f65cdd83df75e3510e00e4b916cc00d401ac2129dd049c555217ab44799

Observation a546b1dc-21fd-47c1-a582-36e640c72017 · outbound

This paper cites Dire for diffusion-generated image detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Dire for diffusion-generated image detection

Reference 91

Resolution
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raw_fallback, observed 2026-08-06T20:33:00.826604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.872015Z digest=sha256:2000ffd155328b21a63fa08f98db15fdf42ddf93f6cde19c883c06142e39152d

Observation ba0d9275-e4bb-4158-b2f9-2ca8fd01cd01 · outbound

This paper cites Spot the fake: Large multimodal model-based synthetic image detection with artifact explanation.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Spot the fake: Large multimodal model-based synthetic image detection with artifact explanation

Reference 92

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:32:59.875201Z digest=sha256:2e6391c10b865a9cffa5642c381e55ba6532498fa3eab9d79d66b4e2a59a8ea5

Observation 72a52d92-8a8e-455b-9313-5330184df741 · outbound

This paper cites Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation

Reference 93

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:32:59.878311Z digest=sha256:5fb53b344c189d0ea9b8c13ae15c50e3bec9908b1c4e3a97e45b0b5ad6a00560

Observation 2fead64d-dbc4-4359-9ee6-64e76241c392 · outbound

This paper cites Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision

Reference 94

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T20:32:59.881643Z digest=sha256:20ae0a51821d3530e9a7f5182bd6e3f584bf06d9642f3744f2596bbc4c205f43

Observation 32dcce6b-f9b7-4476-8f52-d18f6030c0db · outbound

This paper cites Generalizable Synthetic Image Detection via Language-guided Contrastive Learning.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Generalizable Synthetic Image Detection via Language-guided Contrastive Learning

Reference 95

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:32:59.884961Z digest=sha256:475978546701558231660c3c0b4fe5d6a84adb74be55398d989a27dfe03c0521

Observation 1af30db1-49b8-4051-a307-80a1b7486826 · outbound

This paper cites Show-o: One Single Transformer to Unify Multimodal Understanding and Generation.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Reference 96

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:32:59.888709Z digest=sha256:5239544ad96f441a7ab16b458ae4d6f8948450e62d932ec1302f5307d722e551

Observation 8d88d57a-974c-4bdd-a4f7-dc141395ceb4 · outbound

This paper cites FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models

Reference 97

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:32:59.892241Z digest=sha256:50244d1894815fdc110caa0f3a3cf60b4f38c00426ee4ef09f3326eb777b771c

Observation 247e88b8-b63c-4fa0-bc0b-617df9dc5b87 · outbound

This paper cites A Sanity Check for AI-generated Image Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models A Sanity Check for AI-generated Image Detection

Reference 98

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no resolver link, observed 2026-08-06T20:32:59.895700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:32:59.895700Z digest=sha256:0f2e2e77c9ab7a2527af2147427d237a38b4adccd4cdc34b784d43b9f8ff244e

Observation 2ae1b896-d112-441f-87ce-11e16dd70ec1 · outbound

This paper cites HEIE: MLLM-Based Hierarchical Explainable AIGC Image Implausibility Evaluator.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models HEIE: MLLM-Based Hierarchical Explainable AIGC Image Implausibility Evaluator

Reference 99

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local_arxiv, observed 2026-08-06T20:33:00.161053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T20:32:59.899078Z digest=sha256:99df0e9bbf2e4971c7eb3ebdb7f1c9c240bf4bb0e3be1875883abab0ae8bc7a4

Observation ddfbbf04-9097-4eec-acfd-d9fcb6ce32d4 · outbound

This paper cites LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 100

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:32:59.902041Z digest=sha256:400a677a78971c8d4f088195e10d01f5477f430b2e1f8a79a1385679e48a6f1f

Pith citing papers

Observation cf77b0b1-0b64-4414-9adf-d433445025e4 · inbound

HunyuanImage 3.0 Technical Report cites this paper.

HunyuanImage 3.0 Technical Report AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 25

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arxiv_id, observed 2026-05-16T02:02:32.882486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-16T02:02:32.806844Z digest=sha256:0bf106878e468f54a84e6c49d8084c5b1a15cce533bdf9170a98a2fb5b08b872

Observation 717419ce-fb9a-4cd0-aee4-7922a2de0c3e · inbound

HunyuanImage 3.0 Technical Report cites this paper.

HunyuanImage 3.0 Technical Report AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 25

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no resolver link, observed 2026-08-04T14:42:14.399692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T14:42:14.399692Z digest=sha256:9edd9c8a1424f4d8b15b2a2c8b32855fb29c7a88b177a528a9542b931b2c6a0c

Observation 22f248dc-3206-448a-94ec-43a694ccbc0f · inbound

From Evidence to Verdict: An Agent-Based Forensic Framework for AI-Generated Image Detection cites this paper.

From Evidence to Verdict: An Agent-Based Forensic Framework for AI-Generated Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 58

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arxiv_id, observed 2026-05-18T02:05:38.971627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-18T02:04:49.742067Z digest=sha256:32257d6dcff3500a3472aab3afbec8370c6c857edbfbfd6ca3caed5ab4e967cd

Observation 32efcb18-ae33-4740-ba80-fd7dbaf002ad · inbound

Simplicity Prevails: The Emergence of Generalizable AIGI Detection in Visual Foundation Models cites this paper.

Simplicity Prevails: The Emergence of Generalizable AIGI Detection in Visual Foundation Models AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 36

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arxiv_id, observed 2026-05-16T08:40:46.275871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-16T08:40:09.385451Z digest=sha256:b703bdaaeac2f3cf2fc0c59febd62faeb2acde359d045a9e8f763c99dc9bf25c

Observation 1c90226d-7d59-4714-820d-736e88d06853 · inbound

AgentFoX: LLM Agent-Guided Fusion with eXplainability for AI-Generated Image Detection cites this paper.

AgentFoX: LLM Agent-Guided Fusion with eXplainability for AI-Generated Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 48

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T19:51:45.257204Z digest=sha256:dc297b5aae7d26e00bcc3c20c421e5631470d2aa8c7efabc302043b6bb5e1bfa

Observation f31db478-16d8-49ea-8974-78a9083c3e72 · inbound

Combating Pattern and Content Bias: Adversarial Feature Learning for Generalized AI-Generated Image Detection cites this paper.

Combating Pattern and Content Bias: Adversarial Feature Learning for Generalized AI-Generated Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:21:00.844239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T15:01:21.206132Z digest=sha256:ae74ea5c5f1ecfc5b8373f6651321e867e3351485f1b12963dab8808ece56917

Observation cbd7adff-412a-4626-9c58-005925ad1bec · inbound

DVAR: Adversarial Multi-Agent Debate for Video Authenticity Detection cites this paper.

DVAR: Adversarial Multi-Agent Debate for Video Authenticity Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-10T07:52:13.639002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T07:51:04.580617Z digest=sha256:5a038ebff7c7035f71df4571d4bf2f84a515854c7e7664b7e6579affb1c3f3dd

Observation 49f413dc-93e3-429a-ac94-460ba94dcb91 · inbound

UniGenDet: A Unified Generative-Discriminative Framework for Co-Evolutionary Image Generation and Generated Image Detection cites this paper.

UniGenDet: A Unified Generative-Discriminative Framework for Co-Evolutionary Image Generation and Generated Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 74

Resolution
verified exact
arxiv_id, observed 2026-05-09T22:44:15.275289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-09T22:21:10.133655Z digest=sha256:560f623658d24eba869d176df6b1322c440b56b9d8bc8e14416cda53d788f6f9

Observation 00a6b45b-8045-473b-9da0-1b97f5ff62b5 · inbound

HiMix: Hierarchical Artifact-aware Mixup for Generalized Synthetic Image Detection cites this paper.

HiMix: Hierarchical Artifact-aware Mixup for Generalized Synthetic Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-12T10:11:27.955386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-07T07:20:45.720262Z digest=sha256:7fd68ac3bf5ebbe271c224ac2a6b5519acabb15872a48b234bf4af529e2f2709

Observation 352d11e6-59ea-4abc-95b4-a13070f211d5 · inbound

ReAlign: Generalizable Image Forgery Detection via Reasoning-Aligned Representation cites this paper.

ReAlign: Generalizable Image Forgery Detection via Reasoning-Aligned Representation AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 73

Resolution
verified exact
arxiv_id, observed 2026-05-20T19:33:42.103759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-20T19:31:12.594807Z digest=sha256:90aa13e5ca71d54b204d462c9449c8930c7089cde8a2895b181521827f447b27

Observation 55c8399d-5fa3-469c-b04c-3efc89764c06 · inbound

HydraPrompt: An Adaptive and Asymmetric Framework of Vision-Language Models for Synthetic Image Detection cites this paper.

HydraPrompt: An Adaptive and Asymmetric Framework of Vision-Language Models for Synthetic Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 91

Resolution
verified exact
arxiv_id, observed 2026-06-29T18:53:51.103256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-29T18:51:53.451225Z digest=sha256:a65a0a3db9bffade06167f94f7b9c15a607aa071111ecd03bf97780f20757af0

Observation f1fda93a-867c-472a-b6b1-6c3bc088dda5 · inbound

SSAFE: Simple and Strong AI-Generated Image Detection via Frozen Vision Encoders cites this paper.

SSAFE: Simple and Strong AI-Generated Image Detection via Frozen Vision Encoders AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 57

Resolution
verified exact
arxiv_id, observed 2026-07-02T22:37:26.083247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T18:45:40.075404Z digest=sha256:725535e9bfeaab5b6cefaeb6fceac8e914840b033800f1127528fd61f3086365

Observation 9e3eeb88-e730-45fb-87d8-bbdcb19f0a1b · inbound

Perception, Verdict, and Evolution: Hindsight-Driven Self-Refining Forensics Agent for AI-Generated Image Detection cites this paper.

Perception, Verdict, and Evolution: Hindsight-Driven Self-Refining Forensics Agent for AI-Generated Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-07-04T13:09:51.416394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-26T05:25:25.193161Z digest=sha256:e3e5ffc5275630a06bdeb430b23d7a56689b60d55748ee813931d3be3830b37b

Observation 8a145448-fa20-439a-878e-5518dca59064 · inbound

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection cites this paper.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 17

Resolution
unresolved
no resolver link, observed 2026-07-12T01:35:43.979206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T01:35:43.979206Z digest=sha256:971d7564579dd4844b51d721c3eb20638e5a1a766f85b1eaf18c604a28a45e3d