RealKIE: Five Novel Datasets for Enterprise Key Information Extraction

arXiv:2403.20101v1 Announce Type: cross
Abstract: We introduce RealKIE, a benchmark of five challenging datasets aimed at advancing key information extraction methods, with an emphasis on enterprise applications. The datasets include a diverse range of documents including SEC S1 Filings, US Non-disclosure Agreements, UK Charity Reports, FCC Invoices, and Resource Contracts. Each presents unique challenges: poor text serialization, sparse annotations in long documents, and complex tabular layouts. These datasets provide a realistic testing ground for key information extraction tasks like investment …

abstract applications arxiv benchmark charity cs.cl cs.cv cs.lg datasets diverse documents enterprise enterprise applications extraction fcc five information information extraction key novel reports sec type