information extraction 1large language models 1low-resource domains 1product attribute extraction 1two-step validation 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.CL2026
Enhancing Generative Information Extraction with Two-step Validation: A Product Attribute Use Case
Yi-Sheng Hsu, Nermeen Abou Baker, Uwe Handmann
The paper proposes a two-step validation approach that combines a pretrained language model with a large language model to improve generative information extraction of product attr…
cs.CL2025
Free-text Rationale Generation under Readability Level Control
Yi-Sheng Hsu, Nils Feldhus, Sherzod Hakimov
Free-text rationales justify model decisions in natural language and thus become likable and accessible among approaches to explanation across many tasks. However, their effectiven…