Towards Zero-Shot Attribution of Synthetic Speech via Audio-Text Contrastive Retrieval

Audio deepfake forensics is moving beyond a simple real-or-fake verdict toward attribution: which system generated the audio clip? Most source-attribution methods cast this as closed-set classification, so they cannot name a generator that was absent from training, a gap that widens with every newly