A curated list of papers, datasets, benchmarks, and tools for LLM forensics: detecting, attributing, and analyzing LLM-generated or LLM-assisted content.
Legend: 🎭 Deepfake | 🧾 Document localization | 📷 Natural image localization | 🤖 AIGC
detection 
- Busterx++: Towards unified cross-modal ai-generated content detection and explanation with mllm 🤖
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Seeing before reasoning: A unified framework for generalizable and explainable fake image detection 🤖
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Thinkfake: Reasoning in multimodal large language models for ai-generated image detection 🤖
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Semantic Visual Anomaly Detection and Reasoning in AI-Generated Images 🤖
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TriDF: Evaluating Perception, Detection, and Hallucination for Interpretable DeepFake Detection 🎭
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From Evidence to Verdict: An Agent-Based Forensic Framework for AI-Generated Image Detection 🤖
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EDVD-LLaMA: Explainable Deepfake Video Detection via Multimodal Large Language Model Reasoning 🎭
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REVEAL: Reasoning-enhanced Forensic Evidence Analysis for Explainable AI-generated Image Detection 🤖
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Towards General Visual-Linguistic Face Forgery Detection 🎭
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Veritas: Generalizable deepfake detection via pattern-aware reasoning 🎭
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Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media Forensics 🎭
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From Pixels to Semantics: A Novel MLLM-Driven Approach for Explainable Tampered Text Detection 🧾
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models 🤖
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Detecting Text Manipulation in Images using Vision Language Models 🧾
dataset
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LogicLens: Visual-Logical Co-Reasoning for Text-Centric Forgery Analysis 🧾
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Unlocking the Forgery Detection Potential of Vanilla MLLMs: A Novel Training-Free Pipeline 🎭 📷 🤖
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UniShield: An Adaptive Multi-Agent Framework for Unified Forgery Image Detection and Localization 🎭 🧾 📷 🤖
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Training-Free In-Context Forensic Chain for Image Manipulation Detection and Localization 📷
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Agent4FaceForgery: Multi-Agent LLM Framework for Realistic Face Forgery Detection 🎭
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Fakebench: Probing explainable fake image detection via large multimodal models
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X2-dfd: A framework for explainable and extendable deepfake detection 🎭
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TextSleuth: Towards Explainable Tampered Text Detection 🧾
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ForgerySleuth: Empowering Multimodal Large Language Models for Image Manipulation Detection 📷
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FakeShield: Explainable Image Forgery Detection and Localization via Multimodal Large Language Models.
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A hitchhiker's guide to fine-grained face forgery detection using common sense reasoning 🎭
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ForgeryGPT: Multimodal Large Language Model For Explainable Image Forgery Detection and Localization 📷
