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The SpatialSounds dataset includes the balanced training and evaluation sets of AudioSet, as well as reverberation data. The dataset provides audio files and associated metadata, supporting mono, binaural, and surround sound formats. In addition, sample code for generating spatial audio and the SpatialSoundQA dataset are provided for training BAT models.