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Paper · arXiv

Padding to k: A Minimum Count in the Schema Makes Open-Weight Models Pad Their Extraction Lists

Extraction pipelines ask language models for JSON that follows a schema, and the schema can set a minimum number of list entries. We ask what models do when the document holds fewer items than that minimum. Under a preregistered plan, we test eight open-weight models on 558 real documents from nine annotated datasets, with six more models on hosted services as a reference. Three findings stand out. First, models treat the count as a target: a minimum shown in the schema, but not enforced, raises the share of lists longer than the true count from 34.5% to 55.4%. Second, the padding is hard to catch, because most added entries are real text taken from the document; about half of them pass a...

AuthorsAbhishek Barali, Aayush Paudel
Primary categorycs.CL
Published22 October 2026
Last updated at source22 October 2026
cs.CL
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