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Relatedaudio-llm1 deepfake-detection1 source-verification1

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arXiv cs.CR8d ago

VeriSpoof audio LLM unifies deepfake detection and source verification

VeriSpoof achieves 2.14% EER for deepfake detection and generator verification across 14 test sets

audio-llm deepfake-detection

Hugging Face daily papersOct 3, 2026

Paper introduces Belief-Trajectory Energy for LLM prediction paths

Scalar BTE signals task difficulty, and richer profiles reach 0.998 macro-AUROC for human-LLM review detection.

interpretability belief-trajectory

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