A training-free pipeline using image and text retrieval plus two-stage Gemini and GPT-4o mini reasoning reaches 90.0% accuracy on NewsCLIPpings out-of-context detection, but code, prompts, and error bars are missing.
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E-FreeM2: Efficient Training-Free Multi-Scale and Cross-Modal News Verification via MLLMs
A training-free pipeline using image and text retrieval plus two-stage Gemini and GPT-4o mini reasoning reaches 90.0% accuracy on NewsCLIPpings out-of-context detection, but code, prompts, and error bars are missing.