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Even GPT-5.1 struggles to distinguish AI-generated academic images from real ones, achieving only 48.8% accuracy, revealing a significant gap between generative and forensic AI capabilities.
Data valuation for LLMs doesn't need backpropagation: a single forward pass is enough to match gradient-based methods, unlocking massive speedups.