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20202026
most citedC3: Continued Pretraining with Contrastive Weak Supervision for Cross Language Ad-Hoc Retrieval

34 citations · 156 across the 42 of their papers we have counts for

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cs.CV2026

MultiVENT-Raw: A Benchmark for Retrieval and Reasoning over Raw Videos

Reno Kriz, David Etter, Alexander Martin +11

Online information is increasingly consumed in video format. Much of this comes in the form of *raw video*: continuous footage taken on a cell phone, with a hand-held camera, or vi…

cs.CV2025

WikiVideo: Article Generation from Multiple Videos

Alexander Martin, Reno Kriz, William Gantt Walden +5

We introduce the task of grounded article generation with the goal of creating a Wikipedia-style article from multiple diverse videos about real-world events -- from natural disast…

cs.CV2025

Video-ColBERT: Contextualized Late Interaction for Text-to-Video Retrieval

Arun Reddy, Alexander Martin, Eugene Yang +7

In this work, we tackle the problem of text-to-video retrieval (T2VR). Inspired by the success of late interaction techniques in text-document, text-image, and text-video retrieval…

cs.CV2025

MMMORRF: Multimodal Multilingual Modularized Reciprocal Rank Fusion

Saron Samuel, Dan DeGenaro, Jimena Guallar-Blasco +13

Videos inherently contain multiple modalities, including visual events, text overlays, sounds, and speech, all of which are important for retrieval. However, state-of-the-art multi…

cs.CV2024

MultiVENT 2.0: A Massive Multilingual Benchmark for Event-Centric Video Retrieval

Reno Kriz, Kate Sanders, David Etter +10

Efficiently retrieving and synthesizing information from large-scale multimodal collections has become a critical challenge. However, existing video retrieval datasets suffer from…