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Noah A. Smith

2 papers indexed

arxivcs.AIcs.CL2026-07-16

Pretraining Data Can Be Poisoned through Computational Propaganda

Victoria Graf, Hannaneh Hajishirzi, Noah A. Smith, David Kohlbrenner, Kyle Lo

Poisoning pretraining data can introduce harmful behaviors to LMs that are difficult to detect and mitigate. Prior work on poisoning pretraining data has largely exploited established data sources such as Wikipedia, which do not represent the large scale and heterogeneity typical…

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arxivcs.CVcs.AI2026-07-07

LEGATO 2: Toward Multimodal Sheet Music Recognition and Understanding

Guang Yang, Brian Siyuan Zheng, Victoria Ebert, Noah A. Smith

We propose a novel pipeline, Legato 2, for extracting symbolic notation and semantic knowledge from images of sheet music. Legato 2 features the first large-scale neural model for optical music recognition (OMR) to operate sequentially on a system-by-system basis, following the h…

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