230 citations · 268 across the 4 of their papers we have counts for
4 papers
GVdoc: Graph-based Visual Document Classification
Fnu Mohbat, Mohammed J. Zaki, Catherine Finegan-Dollak +1
The robustness of a model for real-world deployment is decided by how well it performs on unseen data and distinguishes between in-domain and out-of-domain samples. Visual document…
Position Masking for Improved Layout-Aware Document Understanding
Anik Saha, Catherine Finegan-Dollak, Ashish Verma
Natural language processing for document scans and PDFs has the potential to enormously improve the efficiency of business processes. Layout-aware word embeddings such as LayoutLM…
Increasing the Speed and Accuracy of Data LabelingThrough an AI Assisted Interface
Michael Desmond, Zahra Ashktorab, Michelle Brachman +8
Labeling data is an important step in the supervised machine learning lifecycle. It is a laborious human activity comprised of repeated decision making: the human labeler decides w…
Improving Text-to-SQL Evaluation Methodology
Catherine Finegan-Dollak, Jonathan K. Kummerfeld, Li Zhang +4
To be informative, an evaluation must measure how well systems generalize to realistic unseen data. We identify limitations of and propose improvements to current evaluations of te…