Author

Matthias Bethge

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#machine learning Preprint Sep 2026

MedKIT: Evaluating Knowledge Integration and Generalization in Large Language Models

Constantly evolving real-world knowledge necessitates models to be updated continuously. Especially in medicine, as clinical evidence changes over time, outdated knowledge can pose safety risks. Existing evaluations of knowledge integration focus on factual recall, offering limited insight into whether newly integrated...

Lukas Thede, Yash Kumar Atri, David Chen et al. · 0 citations

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