Author

Wieland Brendel

University of Tübingen

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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

Review Jul 2026

HALLMARK: Diagnosing Three Failure Modes in LLM Citation Verifiers

HALLMARK (Hallucination benchmark): 2,526 BibTeX entries spanning 14 hallucination types, three difficulty tiers, six diagnostic sub-tests per entry, and a contamination-resistant held-out split, and across the benchmark one result is consistent: the false-positive rate, not recall, decides whether a verifier is deploy...

Patrik Reizinger, Wieland Brendel · arXiv.org · 1 citation

#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