Artificial Intelligence #deepfake detection#xai
Training-Free Framework Uses XAI and Multimodal LLMs to Generate Grounded Explanations for Speech Deepfake Detection
Researchers propose a training-free explanation framework that integrates XAI evidence with multimodal large language models to generate grounded and specific explanations for speech deepfake detection. Using the PartialSpoof dataset, the method increases inside accuracy by over 45%, verified through human evaluation and faithfulness checks.
Jun 16, 2026 1 source