Zero-shot CLIP pre-ordering plus uncertainty-guided MergeSort reduces human pairwise-comparison annotations by up to 90.5% and by 19.8% over prior active sorting.
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EZ-Sort: Efficient Pairwise Comparison via Zero-Shot CLIP-Based Pre-Ordering and Human-in-the-Loop Sorting
Zero-shot CLIP pre-ordering plus uncertainty-guided MergeSort reduces human pairwise-comparison annotations by up to 90.5% and by 19.8% over prior active sorting.