International Business Machines Corporation

Ahmed Samy Nassar

Peter Willem Jan Staar

Birgit Monika Pfitzmann

Gerhard Ingmar Meijer

Michele Dolfi

Christoph Auer

Valery Weber

Maksym Lysak

Nikolaos Livathinos

The invention is notably directed to a computer-implemented method to generate a synthetic data set. The synthetic data set comprises a plurality of chemical documents and each of the plurality of chemical documents comprises a respective set of chemical objects. The method comprises a step of receiving configuration data, the configuration data comprising a set of configuration parameters for the data set. The method further comprises performing, in an iterative manner, for each of the plurality of chemical documents the steps of generating, by a structure generation module, a respective document structure for each of the respective chemical documents in accordance with the configuration data, generating, by a content generation module, the respective set of chemical objects for the respective chemical document and arranging the respective set of chemical objects on the respective chemical document.

Synthetic data set generation of chemical illustrations

The present disclosure relates to a method for generating a structure of a PDF-document, wherein the PDF-document comprises elements. The method comprises detecting document cells of the PDF-document dependent on commands of a page description language for printing the elements of the PDF-document. The method comprises determining parts of the PDF-document dependent on the PDF-document by a machine learning module. The determining of the respective part comprises associating a respective portion of the elements of the PDF-document with the respective part. Furthermore, a respective label may be assigned to the respective part. The method may further comprise using a symbolic artificial intelligence module, wherein rules of the symbolic AI-module for reconciling the document cells with the parts may be applied. The elements of the structure of the PDF-document may be generated and labelled dependent on a result of the reconciling and dependent on the respective label to the respective part.

Generating a structure of a PDF-document

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Zurich, Switzerland

Ahmed Samy Nassar