XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection | Paper Citation Record

Observation 86d6ac49-a188-42a2-a63e-bd6c4fda5a67 · outbound

This paper cites Prompt-to-Prompt Image Editing with Cross Attention Control.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Prompt-to-Prompt Image Editing with Cross Attention Control

Reference 1

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Observation 2a08c254-dc4a-4a40-b03a-5f47da1ed1be · outbound

This paper cites Instructpix2pix: Learning to follow image editing instructions.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Instructpix2pix: Learning to follow image editing instructions

Reference 2

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Observation fccdc8db-4c7c-478e-b9ca-67268fe83df1 · outbound

This paper cites Qwen-Image Technical Report.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Qwen-Image Technical Report

Reference 3

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Observation 93fc3e26-77b0-4418-8ef2-6991673a7a7a · outbound

This paper cites FaceForensics++: Learning to Detect Manipulated Facial Images.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection FaceForensics++: Learning to Detect Manipulated Facial Images

Reference 4

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Observation b6218ddc-bfa9-4c51-a331-eb2497ff310d · outbound

This paper cites The DeepFake Detection Challenge (DFDC) Dataset.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection The DeepFake Detection Challenge (DFDC) Dataset

Reference 5

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Observation d71dc54d-2821-4905-b061-d0b662d45e9b · outbound

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

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model

Reference 6

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Observation 119daafd-d4b5-4461-8333-731eb907c7cf · outbound

This paper cites GenImage: A Million-Scale Benchmark for Detecting AI-Generated Image.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection GenImage: A Million-Scale Benchmark for Detecting AI-Generated Image

Reference 7

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Observation 40809daa-e524-4daa-887d-6851d9c7fda5 · outbound

This paper cites DIRE for Diffusion-Generated Image Detection.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection DIRE for Diffusion-Generated Image Detection

Reference 8

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Observation 2b8505ee-da70-4002-b884-30beb1cb10ec · outbound

This paper cites Common Sense Reasoning for Deepfake Detection.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Common Sense Reasoning for Deepfake Detection

Reference 9

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Observation dcb40fe1-376a-4c35-8da3-708285360c43 · outbound

This paper cites Ffaa: Multimodal large language model based explainable open-world face forgery analysis assistant,.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Ffaa: Multimodal large language model based explainable open-world face forgery analysis assistant,

Reference 10

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Observation cc6a23a4-bd6c-4167-83e2-c8f1895280d6 · outbound

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

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection FFAA: Multimodal Large Language Model based Explainable Open-World Face Forgery Analysis Assistant

Reference 11

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Observation c73bbce7-1fb3-4819-a918-c794f79bea59 · outbound

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

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection FakeBench: Probing Explainable Fake Image Detection via Large Multimodal Models

Reference 12

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

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Observation e84b395b-afee-4585-b38d-b274b015440a · outbound

This paper cites X-Transfer Attacks: Towards Super Transferable Adversarial Attacks on CLIP.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection X-Transfer Attacks: Towards Super Transferable Adversarial Attacks on CLIP

Reference 13

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Observation 56724a41-4eb3-4444-bf07-4892ab00bc0f · outbound

This paper cites Adversarial Attacks against Closed-Source MLLMs via Feature Optimal Alignment.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Adversarial Attacks against Closed-Source MLLMs via Feature Optimal Alignment

Reference 14

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Observation e61a4083-8878-4b72-a0ab-4a381fa34ef5 · outbound

This paper cites REVEAL: Reasoning-Enhanced Forensic Evidence Analysis for Explainable AI-Generated Image Detection.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection REVEAL: Reasoning-Enhanced Forensic Evidence Analysis for Explainable AI-Generated Image Detection

Reference 15

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Observation a3c20b4e-4204-443f-9e34-d6ec153f28b3 · outbound

This paper cites Interpretable and Reliable Detection of AI-Generated Images via Grounded Reasoning in MLLMs.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Interpretable and Reliable Detection of AI-Generated Images via Grounded Reasoning in MLLMs

Reference 16

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

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

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

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Observation 3341aa8b-f1e6-4f84-9f55-86f68e6b64c2 · outbound

This paper cites Spot the fake: Large multimodal model-based synthetic image detection with artifact explanation, 2025.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Spot the fake: Large multimodal model-based synthetic image detection with artifact explanation, 2025

Reference 18

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Observation 3a6eb704-1fca-4952-8c52-dacc1c720590 · outbound

This paper cites Locate-Then-Examine: Grounded Region Reasoning Improves Detection of AI-Generated Images.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Locate-Then-Examine: Grounded Region Reasoning Improves Detection of AI-Generated Images

Reference 19

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Observation abeec3ed-4835-47fa-bf38-a9430da9870e · outbound

This paper cites Explanation in artificial intelligence: Insights from the social sciences.Artificial Intelligence, 267:1–38, 2019.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Explanation in artificial intelligence: Insights from the social sciences.Artificial Intelligence, 267:1–38, 2019

Reference 20

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Observation 8899617c-2491-48ec-8db1-433ed913eb96 · outbound

This paper cites Can we do better explanations? a proposal of user-centered explainable ai.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Can we do better explanations? a proposal of user-centered explainable ai

Reference 21

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Observation c2b74f67-9db7-4e3f-810c-af0dbfc709e3 · outbound

This paper cites Vera Liao, Daniel Gruen, and Sarah Miller.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Vera Liao, Daniel Gruen, and Sarah Miller

Reference 22

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Observation e0508dfe-acd0-4d6d-8f8e-84d21a64c4a1 · outbound

This paper cites Human-centered Explainable AI: Towards a Reflective Sociotechnical Approach.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Human-centered Explainable AI: Towards a Reflective Sociotechnical Approach

Reference 23

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Observation 45e930b4-6c61-4552-bbbe-0c9ed3a7e08b · outbound

This paper cites Pentyala, Eric D.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Pentyala, Eric D

Reference 24

Resolution: verified exact; doi, observed 2026-07-12T01:38:24.307116Z

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Observation 3a72af80-f1db-4b8b-8f9b-bf99ce0b794b · outbound

This paper cites Laylens: Improving deepfake understanding through simplified explanations.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Laylens: Improving deepfake understanding through simplified explanations

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-12T01:38:24.295321Z

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Observation 3634bcc1-3024-471c-a103-1db89b037f3a · outbound

This paper cites On the Detection of Digital Face Manipulation.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection On the Detection of Digital Face Manipulation

Reference 26

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Observation fa554178-0315-47f6-90e9-6e1715318185 · outbound

This paper cites Multi- verse through deepfakes: The multifakeverse dataset of person-centric visual and concep- tual manipulations.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Multi- verse through deepfakes: The multifakeverse dataset of person-centric visual and concep- tual manipulations

Reference 27

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Observation f647b505-c5a0-4385-8e1a-ab2f4538ccdc · outbound

This paper cites Semi-truths: A large-scale dataset of ai-augmented images for evaluating robustness of ai-generated image detectors, 2024.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Semi-truths: A large-scale dataset of ai-augmented images for evaluating robustness of ai-generated image detectors, 2024

Reference 28

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Observation 27c9df2c-de75-4bf3-899b-2f10b6b8da5f · outbound

This paper cites Spatial-Phase Shallow Learning: Rethinking Face Forgery Detection in Frequency Domain.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Spatial-Phase Shallow Learning: Rethinking Face Forgery Detection in Frequency Domain

Reference 29

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Observation c6c7e6ef-3c73-4692-a90a-69c169327d1f · outbound

This paper cites Face X-ray for More General Face Forgery Detection.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Face X-ray for More General Face Forgery Detection

Reference 30

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Observation f618d6a7-cdad-4a77-a816-f422e3be8cd3 · outbound

This paper cites In Ictu Oculi: Exposing AI Generated Fake Face Videos by Detecting Eye Blinking.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection In Ictu Oculi: Exposing AI Generated Fake Face Videos by Detecting Eye Blinking

Reference 31

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Observation e149a923-9a6f-48cb-a654-e6732af5802a · outbound

This paper cites Mesonet: a compact facial video forgery detection network.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Mesonet: a compact facial video forgery detection network

Reference 32

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Observation c8575e8f-e47d-4f3c-bf46-9a966995a3f6 · outbound

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XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 33

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Observation 0967eb6a-c2c7-4a32-9a5e-9dbe9b914b72 · outbound

This paper cites Multi-attentional Deepfake Detection.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Multi-attentional Deepfake Detection

Reference 34

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Observation e8e1fe62-bc9f-41b5-9164-089dd9dde28b · outbound

This paper cites Patch diffusion: a general module for face manipulation detection.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Patch diffusion: a general module for face manipulation detection

Reference 35

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Observation 28f55a51-d317-4f9f-b72f-bd9c01ec69c7 · outbound

This paper cites M2tr: Multi-modal multi-scale transformers for deepfake detection.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection M2tr: Multi-modal multi-scale transformers for deepfake detection

Reference 36

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

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Observation 4ed131bd-cd44-4f19-86fb-e9f83cec402c · outbound

This paper cites Fakeshield: Explainable image forgery detection and localization via multi-modal large language models,.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Fakeshield: Explainable image forgery detection and localization via multi-modal large language models,

Reference 37

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

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Observation 69da079a-2b1c-4132-974a-73982a8e90c3 · outbound

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

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models

Reference 38

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Observation 8ecbc914-7a41-4c53-bc04-e45b1d560b9e · outbound

This paper cites BusterX++: Towards Unified Cross-Modal AI-Generated Content Detection and Explanation with MLLM.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection BusterX++: Towards Unified Cross-Modal AI-Generated Content Detection and Explanation with MLLM

Reference 39

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Observation 3b4ddcc2-24f1-458d-857d-d99f90cc6653 · outbound

This paper cites Pixels don’t lie (but your detector might): Bootstrapping mllm-as-a-judge for trustworthy deepfake detection and reasoning supervision, 2026.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Pixels don’t lie (but your detector might): Bootstrapping mllm-as-a-judge for trustworthy deepfake detection and reasoning supervision, 2026

Reference 40

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Observation 20d5aae4-fa98-45da-a86c-ea0fbe463efd · outbound

This paper cites Towards human-centered explainable ai: A survey of user studies for model explanations.IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(4):2104–2122, April 2024.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Towards human-centered explainable ai: A survey of user studies for model explanations.IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(4):2104–2122, April 2024

Reference 41

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Observation 6093540c-9674-41a5-b577-7f8d1531cc92 · outbound

This paper cites Human-Centered Explainable AI (XAI): From Algorithms to User Experiences.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Human-Centered Explainable AI (XAI): From Algorithms to User Experiences

Reference 42

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Observation 784d245b-366d-4628-b85b-2ce7be157fe5 · outbound

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XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 43

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Observation eb22051e-4dce-4696-a737-841d285f73ac · outbound

This paper cites Context based emotion recognition using emotic dataset.IEEE Transactions on Pattern Analysis and Machine In- telligence, page 1–1, 2019.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Context based emotion recognition using emotic dataset.IEEE Transactions on Pattern Analysis and Machine In- telligence, page 1–1, 2019

Reference 44

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

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Observation 4eceb295-243d-43ad-ac91-56969c1f123e · outbound

This paper cites Person Recognition in Personal Photo Collections.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Person Recognition in Personal Photo Collections

Reference 45

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Observation f69cd68c-24d2-471d-82e9-3b2df5c6fef1 · outbound

This paper cites Human-centric Relation Segmentation: Dataset and Solution.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Human-centric Relation Segmentation: Dataset and Solution

Reference 46

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Observation 7e9724ab-a001-45eb-840f-d5c8e8e47b53 · outbound

This paper cites Visual Social Relationship Recognition.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Visual Social Relationship Recognition

Reference 47

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Observation 848e476e-5440-4fe8-93da-f40fbed8be06 · outbound

This paper cites Gpt-4o mini: Advancing cost-efficient intelligence.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Gpt-4o mini: Advancing cost-efficient intelligence

Reference 48

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Observation 8df67b26-7307-44b6-b114-21c8636df89b · outbound

This paper cites Flux.2-dev.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Flux.2-dev

Reference 49

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

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Observation a903c55d-b142-47a6-bb34-77f4a7f7f8c5 · outbound

This paper cites HunyuanImage 3.0 Technical Report.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection HunyuanImage 3.0 Technical Report

Reference 50

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

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Observation 741bf507-52ed-4f41-9e96-031c6dad2d31 · outbound

This paper cites LongCat-Image Technical Report.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection LongCat-Image Technical Report

Reference 51

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Observation ad05da55-b160-4e4d-a2f0-1e81f001e54c · outbound

This paper cites Gpt image 1.5 model documentation.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Gpt image 1.5 model documentation

Reference 52

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Observation 71d99fdd-fc94-4af0-b018-3818007f1f66 · outbound

This paper cites Seedream 4.5.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Seedream 4.5

Reference 53

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Observation 3ed58ca4-8fcd-403e-b5b2-b83b03c6fa21 · outbound

This paper cites Wan2.6 image generation and editing.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Wan2.6 image generation and editing

Reference 54

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Observation fbcb6e21-4c5d-4104-a8f4-011bab525b7c · outbound

This paper cites Build with nano banana 2.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Build with nano banana 2

Reference 55

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Observation 96d9c2f3-6b0e-470e-bc05-ae943391bfa2 · outbound

This paper cites Introducing nano banana pro.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Introducing nano banana pro

Reference 56

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Observation 11f89dc0-b939-4432-9e10-6705a47f48ca · outbound

This paper cites Experiment with gemini 2.0 flash native image generation.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Experiment with gemini 2.0 flash native image generation

Reference 57

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

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Observation d7ad4bb9-9f51-482f-8278-f100f70fd7a6 · outbound

This paper cites Gpt image 1 model.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Gpt image 1 model

Reference 58

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

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Observation 23f6b914-3182-4c30-858e-8e9e48e4d529 · outbound

This paper cites In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer

Reference 59

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

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Observation 128f6479-e02a-49df-99a3-80b397606d6a · outbound

This paper cites Gemini 3 flash: Frontier intelligence built for speed.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Gemini 3 flash: Frontier intelligence built for speed

Reference 60

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

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Observation 96b699b5-7579-4f99-a870-1c37b6e2662b · outbound

This paper cites Gpt-5 mini model documentation.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Gpt-5 mini model documentation

Reference 61

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

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Observation 3276cb3d-82a4-4b72-a791-e8669165d1e1 · outbound

This paper cites Glm-4.6v: Open source multimodal models with native tool use.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Glm-4.6v: Open source multimodal models with native tool use

Reference 62

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

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Observation 7021cdaa-5b96-4066-afc7-a9541820a818 · outbound

This paper cites Qwen3.5: Towards native multimodal agents, February 2026.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Qwen3.5: Towards native multimodal agents, February 2026

Reference 63

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

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Observation e5be49e7-928e-4ac0-9b31-51c9a7f31734 · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 64

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

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Observation d264ca02-b26a-4972-99c5-f6e1d6639b94 · outbound

This paper cites Introducing gpt-oss.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Introducing gpt-oss

Reference 65

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

Source-reported events for the cited work

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Observation cae1da52-902f-4aab-af05-c3b179d63ef1 · outbound

This paper cites Gemini 2.5 pro.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Gemini 2.5 pro

Reference 66

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

Source-reported events for the cited work

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Observation 86bb64bc-e1ea-4d2a-9ba1-b24ab3df5c78 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection BERTScore: Evaluating Text Generation with BERT

Reference 67

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

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Observation a420b6b2-be5f-436a-8f28-c256d4b55bca · outbound

This paper cites Simplicity level estimate (sle): A learned reference-less metric for sentence simplification, 2023.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Simplicity level estimate (sle): A learned reference-less metric for sentence simplification, 2023

Reference 68

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

Source-reported events for the cited work

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Observation 2da53187-cae5-48b3-b0fd-e23affc68dd4 · outbound

This paper cites Qwen3-VL Technical Report.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Qwen3-VL Technical Report

Reference 69

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

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Observation d2c2564c-569a-4c62-9058-6827f3f371ec · outbound

This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 70

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

Source-reported events for the cited work

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Observation 9b501f2d-c953-4f03-b855-6e39e76121e6 · outbound

This paper cites Visual Instruction Tuning.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Visual Instruction Tuning

Reference 71

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

Source-reported events for the cited work

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Observation ed28694b-4926-4217-b5a9-58bcb4ab0aaa · outbound

This paper cites Llava-next: Improved reasoning, ocr, and world knowledge.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Llava-next: Improved reasoning, ocr, and world knowledge

Reference 72

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

Source-reported events for the cited work

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Observation e5bd369a-8d78-4a22-98ce-01ea9103ea27 · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 73

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

Source-reported events for the cited work

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Observation c73c5562-c7de-4f9b-90c6-12532435f601 · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 74

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

Source-reported events for the cited work

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Observation 0e674c6a-1171-4665-9d71-0639e1497ca8 · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 75

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

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Observation 5901d0ba-9cd0-4d35-863a-c4d1aa3cbedb · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 76

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

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Observation d093666a-febe-48e0-8d56-3d81f1ab556d · outbound

This paper cites generated comparison Compare human- written and generated complex explanations Grounding, specificity, completeness, fewer unsupported claims, overall preference A/B/Tie.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection generated comparison Compare human- written and generated complex explanations Grounding, specificity, completeness, fewer unsupported claims, overall preference A/B/Tie

Reference 77

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

Source-reported events for the cited work

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Observation 43e51225-83d9-428c-a88f-74384a553a71 · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 78

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

Source-reported events for the cited work

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Observation 1d1e7d1c-9d83-487c-8eae-0cc34b9c20e4 · outbound

This paper cites not sure.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection not sure

Reference 79

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

Source-reported events for the cited work

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Observation 3045f375-348e-4743-a37f-b33faee7391a · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 80

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

Source-reported events for the cited work

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Observation 0a91d9d7-6eda-449b-974d-639a34e17338 · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 81

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

Source-reported events for the cited work

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Observation 31cda4ae-4beb-47ab-a8a2-ba20d12f7e26 · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 82

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

Source-reported events for the cited work

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Observation 3b68f77f-29fa-4654-b0e7-8f858af465ec · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 83

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

Source-reported events for the cited work

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Observation df4c3008-ef01-4c52-b887-422b3b1f4f83 · outbound

This paper cites difficulty_scores.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection difficulty_scores

Reference 84

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

Source-reported events for the cited work

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Observation ecd0cd77-3c1e-4840-8828-85017073ad50 · outbound

This paper cites K.4 Visual-Difference Extraction Prompt System prompt You are a Visual Difference Extractor.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection K.4 Visual-Difference Extraction Prompt System prompt You are a Visual Difference Extractor

Reference 85

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

Source-reported events for the cited work

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Observation 7b8305ce-ac3d-4474-90d8-3f5f1891468a · outbound

This paper cites overall_summary.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection overall_summary

Reference 86

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

Source-reported events for the cited work

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Observation adc0a696-4bca-4872-9c12-a09dcc18d7a7 · outbound

This paper cites changes": array of objects Each object in.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection changes": array of objects Each object in

Reference 87

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

Source-reported events for the cited work

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Observation 27df89af-3c2b-48b2-b397-39f753c5b0d2 · outbound

This paper cites before/after.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection before/after

Reference 88

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

Source-reported events for the cited work

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Observation 7a6897df-271e-492b-80fc-16970b3317c3 · outbound

This paper cites - If you only know it because of the auxiliary references, DO NOT include it.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection - If you only know it because of the auxiliary references, DO NOT include it

Reference 89

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

Source-reported events for the cited work

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Observation 13d356e5-ad7e-4c0f-9224-bb17b3fc2451 · outbound

This paper cites explanation.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection explanation

Reference 90

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

Source-reported events for the cited work

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Observation ffca4ceb-7636-4ccb-b68b-49d9585203a2 · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 91

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6536f58a-5589-4312-9ffc-3c24a58eec29 · outbound

This paper cites A” or “B.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection A” or “B

Reference 92

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

Source-reported events for the cited work

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Observation 3bd62bbf-e15f-4092-a131-ba9cdf83c08f · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 93

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

Source-reported events for the cited work

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Observation f74cd51c-0ed5-4fa6-97c1-407e8f4a83e3 · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 94

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

Source-reported events for the cited work

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Observation 76a620a4-e093-4ec8-94e4-69f00bee97f2 · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 95

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

Source-reported events for the cited work

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Observation 87a9f68b-2dc5-4be5-8fbc-a3ec943da26b · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 96

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

Source-reported events for the cited work

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Observation 67e09db2-24ac-4f5f-a1c3-1646252d26a7 · outbound

This paper cites explanation.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection explanation

Reference 97

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

Source-reported events for the cited work

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Observation c03ca5c2-1a65-4681-9021-616f0ac44002 · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 98

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

Source-reported events for the cited work

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Observation fb8ef28d-810e-4a6b-90c4-f5865660bc59 · outbound

This paper cites the image looks fake.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection the image looks fake

Reference 99

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

Source-reported events for the cited work

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Observation 19338981-4c41-4848-8acb-f98a7b780119 · outbound

This paper cites an unresolved cited work.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection Unresolved cited work

Reference 100

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

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Coverage vector

Reference resolution

Outbound references

Pith citing papers