Author

Thaddaus Wiedemer

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Preprint Aug 2026

LAION-BVD: A 10-Million-Hour Open Video Dataset for Multimodal Pre-training

This work presents LAION-BVD, a large-scale open video dataset for multimodal learning, which contains 1.3B platform-specific video URLs collected from CommonCrawl, and explores video frames as an alternative source of image-text data by extracting scene-changing frames.

Andreas Hochlehnert, Marianna Nezhurina, M. Cherti et al. · 0 citations

#artificial intelligence Feb 2026

A Very Big Video Reasoning Suite

The Very Big Video Reasoning (VBVR) Dataset is introduced, an unprecedentedly large-scale resource spanning 200 curated reasoning tasks following a principled taxonomy and over one million video clips, approximately three orders of magnitude larger than existing datasets.

Maijunxian Wang, Rui-Si Wang, Ju-Yi Lin et al. · arXiv.org · 28 citations · ⚡5

#machine learning Preprint Aug 2026

LittleLearner: Language Models Under Pedagogically Controlled Knowledge Exposure

This work introduces LITTLECURRICULUM, a curated 88B-token pretraining corpus tailored to U.S. elementary school material, which yields LITTLELEARNER, a model with sufficient language competence for open-ended evaluation, yet with clear knowledge and capability boundaries mapped to interpretable curriculum guidelines.

Fanfei Li, J. Zeller, Manuel Prada-Corral et al. · 0 citations