Grammar-constrained decoding for structured information extraction with fine-tuned generative models applied to clinical trial abstracts

BackgroundIn the field of structured information extraction, there are typically semantic and syntactic constraints on the output of information extraction (IE) systems. These constraints, however, can typically not be guaranteed using standard (fine-tuned) encoder-decoder architectures. This has le...

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Bibliographic Details
Main Authors: David M. Schmidt, Philipp Cimiano
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-01-01
Series:Frontiers in Artificial Intelligence
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Online Access:https://www.frontiersin.org/articles/10.3389/frai.2024.1406857/full
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