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VidVec: Unlocking Video MLLM Embeddings for Video-Text Retrieval

VidVec extracts intermediate-layer MLLM embeddings for video-text retrieval via calibration and text-only alignment, achieving state-of-the-art zero-shot results without video fine-tuning.

Issar Tzachor, Dvir Samuel, Rami Ben-Ari

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 24 on Hugging Face · Code

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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 2/5