Matches in SemOpenAlex for { <https://semopenalex.org/work/W4379258889> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W4379258889 abstract "We propose end-to-end document classification and key information extraction (KIE) for automating document processing in forms. Through accurate document classification we harness known information from templates to enhance KIE from forms. We use text and layout encoding with a cosine similarity measure to classify visually-similar documents. We then demonstrate a novel application of mixed integer programming by using assignment optimization to extract key information from documents. Our approach is validated on an in-house dataset of noisy scanned forms. The best performing document classification approach achieved 0.97 f1 score. A mean f1 score of 0.94 for the KIE task suggests there is significant potential in applying optimization techniques. Abation results show that the method relies on document preprocessing techniques to mitigate Type II errors and achieve optimal performance." @default.
- W4379258889 created "2023-06-04" @default.
- W4379258889 creator A5011048029 @default.
- W4379258889 creator A5026091705 @default.
- W4379258889 creator A5052990608 @default.
- W4379258889 creator A5075677801 @default.
- W4379258889 creator A5078257558 @default.
- W4379258889 creator A5086807095 @default.
- W4379258889 date "2023-06-01" @default.
- W4379258889 modified "2023-09-27" @default.
- W4379258889 title "End-to-End Document Classification and Key Information Extraction using Assignment Optimization" @default.
- W4379258889 doi "https://doi.org/10.48550/arxiv.2306.00750" @default.
- W4379258889 hasPublicationYear "2023" @default.
- W4379258889 type Work @default.
- W4379258889 citedByCount "0" @default.
- W4379258889 crossrefType "posted-content" @default.
- W4379258889 hasAuthorship W4379258889A5011048029 @default.
- W4379258889 hasAuthorship W4379258889A5026091705 @default.
- W4379258889 hasAuthorship W4379258889A5052990608 @default.
- W4379258889 hasAuthorship W4379258889A5075677801 @default.
- W4379258889 hasAuthorship W4379258889A5078257558 @default.
- W4379258889 hasAuthorship W4379258889A5086807095 @default.
- W4379258889 hasBestOaLocation W43792588891 @default.
- W4379258889 hasConcept C103278499 @default.
- W4379258889 hasConcept C11413529 @default.
- W4379258889 hasConcept C115961682 @default.
- W4379258889 hasConcept C124101348 @default.
- W4379258889 hasConcept C153180895 @default.
- W4379258889 hasConcept C154945302 @default.
- W4379258889 hasConcept C162324750 @default.
- W4379258889 hasConcept C187736073 @default.
- W4379258889 hasConcept C195807954 @default.
- W4379258889 hasConcept C23123220 @default.
- W4379258889 hasConcept C26517878 @default.
- W4379258889 hasConcept C2780451532 @default.
- W4379258889 hasConcept C2780479914 @default.
- W4379258889 hasConcept C2780762811 @default.
- W4379258889 hasConcept C34736171 @default.
- W4379258889 hasConcept C38652104 @default.
- W4379258889 hasConcept C41008148 @default.
- W4379258889 hasConcept C56086750 @default.
- W4379258889 hasConceptScore W4379258889C103278499 @default.
- W4379258889 hasConceptScore W4379258889C11413529 @default.
- W4379258889 hasConceptScore W4379258889C115961682 @default.
- W4379258889 hasConceptScore W4379258889C124101348 @default.
- W4379258889 hasConceptScore W4379258889C153180895 @default.
- W4379258889 hasConceptScore W4379258889C154945302 @default.
- W4379258889 hasConceptScore W4379258889C162324750 @default.
- W4379258889 hasConceptScore W4379258889C187736073 @default.
- W4379258889 hasConceptScore W4379258889C195807954 @default.
- W4379258889 hasConceptScore W4379258889C23123220 @default.
- W4379258889 hasConceptScore W4379258889C26517878 @default.
- W4379258889 hasConceptScore W4379258889C2780451532 @default.
- W4379258889 hasConceptScore W4379258889C2780479914 @default.
- W4379258889 hasConceptScore W4379258889C2780762811 @default.
- W4379258889 hasConceptScore W4379258889C34736171 @default.
- W4379258889 hasConceptScore W4379258889C38652104 @default.
- W4379258889 hasConceptScore W4379258889C41008148 @default.
- W4379258889 hasConceptScore W4379258889C56086750 @default.
- W4379258889 hasLocation W43792588891 @default.
- W4379258889 hasOpenAccess W4379258889 @default.
- W4379258889 hasPrimaryLocation W43792588891 @default.
- W4379258889 hasRelatedWork W1502614025 @default.
- W4379258889 hasRelatedWork W1788528807 @default.
- W4379258889 hasRelatedWork W187386886 @default.
- W4379258889 hasRelatedWork W2066259560 @default.
- W4379258889 hasRelatedWork W2262783296 @default.
- W4379258889 hasRelatedWork W2364562957 @default.
- W4379258889 hasRelatedWork W2380927352 @default.
- W4379258889 hasRelatedWork W2391959412 @default.
- W4379258889 hasRelatedWork W3156878341 @default.
- W4379258889 hasRelatedWork W3183633970 @default.
- W4379258889 isParatext "false" @default.
- W4379258889 isRetracted "false" @default.
- W4379258889 workType "article" @default.