Author

Debashish Chakraborty

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Preprint Sep 2026

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

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 via CCTV, which is then directly uploaded to social media platforms and content sharing services. Whereas professional or even amateur-edited...

Reno Kriz, David Etter, Alexander Martin et al. · 0 citations

#artificial intelligence Preprint Sep 2026

LAYERSCOPE: A Layerwise Characterization of Video and Multimodal Learned Representations

We propose LAYERSCOPE, a label-free, layerwise framework that aims to characterize a model's learned representations in video and multimodal settings. Evaluating downstream performance using representations from final or intermediate layers typically requires large amounts of labeled data, repeated task-specific evalua...

Sandra Arcos-Holzinger, Debashish Chakraborty, Rohita Mocharla et al. · 0 citations