Kavli Affiliate: Long Zhang | First 5 Authors: Yuanli Wu, Yuanli Wu, , , | Summary: We propose a rubric-guided, pseudo-labeled, and prompt-driven zero-shot video summarization framework that bridges large language models with structured semantic reasoning. A small subset of human annotations is converted into high-confidence pseudo labels and organized into dataset-adaptive rubrics defining clear […]
Continue.. Context-Aware Pseudo-Label Scoring for Zero-Shot Video Summarization