Extracting and enriching workflows from text. Schumacher, P., Minor, M., & Schulte-Zurhausen, E. In 2013 IEEE 14th International Conference on Information Reuse and Integration (IRI), pages 285–292, August, 2013. doi abstract bibtex This paper is on a workflow extraction framework which allows to derive a formal representation based on workflows from textual descriptions of instructions, for instance, of aircraft repair procedures from a maintenance manual. The framework applies a pipes-and-filters architecture and uses NLP (Natural Language Processing) tools to perform information extraction steps automatically. In detail, the paper presents on the step of anaphora resolution to enrich the workflow extracted so far. We introduce a lexical approach and two further approaches based on a set of association rules which are created during a statistical analysis of a corpus of workflows. The results of the approaches are compared to each other. For the evaluation, we use 37 workflows which have been created by a human expert.
@inproceedings{schumacher_extracting_2013,
title = {Extracting and enriching workflows from text},
doi = {10.1109/IRI.2013.6642484},
abstract = {This paper is on a workflow extraction framework which allows to derive a formal representation based on workflows from textual descriptions of instructions, for instance, of aircraft repair procedures from a maintenance manual. The framework applies a pipes-and-filters architecture and uses NLP (Natural Language Processing) tools to perform information extraction steps automatically. In detail, the paper presents on the step of anaphora resolution to enrich the workflow extracted so far. We introduce a lexical approach and two further approaches based on a set of association rules which are created during a statistical analysis of a corpus of workflows. The results of the approaches are compared to each other. For the evaluation, we use 37 workflows which have been created by a human expert.},
booktitle = {2013 {IEEE} 14th {International} {Conference} on {Information} {Reuse} and {Integration} ({IRI})},
author = {Schumacher, P. and Minor, M. and Schulte-Zurhausen, E.},
month = aug,
year = {2013},
keywords = {Natural language processing, business data processing, business process, Cognition, Aircraft, aircraft repair procedures, Anaphora resolution, association rules, data mining, formal representation, information extraction steps, information retrieval, lexical approach, Maintenance engineering, natural language processing tools, NLP tools, Pipelines, pipes-and-filters architecture, Pragmatics, Rockets, statistical analysis, text analysis, textual process descriptions, workflow extraction framework},
pages = {285--292},
file = {IEEE Xplore Abstract Record:C\:\\Users\\Minor\\Zotero\\storage\\AXQPXX77\\freeabs_all.html:text/html},
}
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