Author

Sara Capponi

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#natural language process... Preprint Oct 2026

RegExtract: A Benchmark for PFAS Regulatory Information Extraction with LLMs

RegExtract is introduced, a benchmark for structured information extraction from PFAS regulatory documents, comprising 488 human-annotated field instances across 20 US state documents and 46 regulations, and a typed, multi-field schema targeting key elements such as material definitions, permitted uses, and product exe...

Defne Çirci, Krystelle Lionti, Sarathkrishna Swaminathan et al. · 0 citations

#artificial intelligence Dec 2025

Understanding Structural Representation in Foundation Models for Polymers

From the relative scarcity of training data to the lack of standardized benchmarks, the creation of effective foundation models for polymers faces significant and multi-faceted challenges. At the core, many of these issues are tied directly to the structural representation of polymers. Here, we present a chemical langu...

Nathaniel H. Park, Eduardo Soares, V. Shirasuna et al. · arXiv.org · 1 citation