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Environmental audio manipulation is easier to detect than synthetic speech, but existing detectors fail to handle both effectively, revealing critical gaps in current audio forensics.
Environmental sound deepfakes are a rising threat, and this challenge reveals the current state-of-the-art in detecting them, highlighting both the progress and remaining gaps.