3 citations · 5 across the 6 of their papers we have counts for
7 papers
POTATR: A Lightweight Image-to-Graph Model for Page-Level Table Extraction
Brandon Smock, Libin Liang, Max Sokolov +4
Large-scale document processing requires contextually aware table extraction (TE) that is both accurate and efficient. Yet current approaches require billions of parameters, hundre…
On Finding Inconsistencies in Documents
Charles J. Lovering, Seth Ebner, Brandon Smock +5
Professionals in academia, law, and finance audit their documents because inconsistencies can result in monetary, reputational, and scientific costs. Language models (LMs) have the…
PubTables-v2: A new large-scale dataset for full-page and multi-page table extraction
Brandon Smock, Valerie Faucon-Morin, Max Sokolov +4
Table extraction (TE) is a key challenge in document understanding. Traditional approaches detect tables first, then recognize their structure. Recently, interest has surged in dev…
Aligning benchmark datasets for table structure recognition
Brandon Smock, Rohith Pesala, Robin Abraham
Benchmark datasets for table structure recognition (TSR) must be carefully processed to ensure they are annotated consistently. However, even if a dataset's annotations are self-co…
GriTS: Grid table similarity metric for table structure recognition
Brandon Smock, Rohith Pesala, Robin Abraham
In this paper, we propose a new class of metric for table structure recognition (TSR) evaluation, called grid table similarity (GriTS). Unlike prior metrics, GriTS evaluates the co…
PubTables-1M: Towards comprehensive table extraction from unstructured documents
Brandon Smock, Rohith Pesala, Robin Abraham
Recently, significant progress has been made applying machine learning to the problem of table structure inference and extraction from unstructured documents. However, one of the g…
A comprehensive theory of cascading via-paths and the reciprocal pointer chain method
Brandon Smock, Joseph Wilson
In this paper, we consolidate and expand upon the current theory and potential applications of the set of best \emph{cascading via-paths} (CVPs) and the \emph{reciprocal pointe…