116 citations · 278 across the 8 of their papers we have counts for
4 papers · 1 filter
Attend, Copy, Parse -- End-to-end information extraction from documents
Rasmus Berg Palm, Florian Laws, Ole Winther
Document information extraction tasks performed by humans create data consisting of a PDF or document image input, and extracted string outputs. This end-to-end data is naturally c…
Hash Embeddings for Efficient Word Representations
Dan Svenstrup, Jonas Meinertz Hansen, Ole Winther
We present hash embeddings, an efficient method for representing words in a continuous vector form. A hash embedding may be seen as an interpolation between a standard word embeddi…
CloudScan - A configuration-free invoice analysis system using recurrent neural networks
Rasmus Berg Palm, Ole Winther, Florian Laws
We present CloudScan; an invoice analysis system that requires zero configuration or upfront annotation. In contrast to previous work, CloudScan does not rely on templates of invoi…
End-to-End Information Extraction without Token-Level Supervision
Rasmus Berg Palm, Dirk Hovy, Florian Laws +1
Most state-of-the-art information extraction approaches rely on token-level labels to find the areas of interest in text. Unfortunately, these labels are time-consuming and costly…