LEAP: Learned Block-wise Evidence Retrieval for Long Audio-Video Perception
LEAP retrieves relevant evidence from long audio-video recordings efficiently without processing the entire file at once. It works by dividing long media into blocks, using a lightweight pass to find key evidence in each block, and then re-reading only those specific windows for the final answer. This achieves constant memory usage regardless of recording length.