Please use this identifier to cite or link to this item: http://dx.doi.org/10.14279/depositonce-6064
Main Title: Identifier Gold Standard for NTCIR 11 Math Wikipedia Dataset
Author(s): Schubotz, Moritz
Other Contributor(s): Howard, S. Cohl
Type: Textual Data
Language Code: en
Abstract: Mathematical formulae are essential in science, but face challenges of ambiguity, due to the use of a small number of identifiers to represent an immense number of concepts. Corresponding to word sense disambiguation in Natural Language Processing, we disambiguate mathematical identifiers. By regarding formulae and natural text as one monolithic information source, we are able to extract the semantics of identifiers in a process we term Mathematical Language Processing (MLP). As scientific communities tend to establish standard (identifier) notations, we use the document domain to infer the actual meaning of an identifier. Therefore, we adapt the software development concept of namespaces to mathematical notation. Thus, we learn namespace definitions by clustering the MLP results and mapping those clusters to subject classification schemata. In addition, this gives fundamental insights into the usage of mathematical notations in science, technology, engineering and mathematics. Our gold standard based evaluation shows that MLP extracts relevant identifier-definitions. Moreover, we discover that identifier namespaces improve the performance of automated identifier-definition extraction, and elevate it to a level that cannot be achieved within the document context alone.
URI: http://depositonce.tu-berlin.de/handle/11303/6571
http://dx.doi.org/10.14279/depositonce-6064
Issue Date: 18-Jul-2016
Date Available: 14-Aug-2017
Subject(s): MathML
Mathematical Identifiers
NTCIR 11 Math Wikipedia
Creative Commons License: https://creativecommons.org/licenses/by-nc/4.0/
Is Supplement To: 10.1145/2911451.2911503
References: 10.1145/2766462.2767787
Appears in Collections:Fachgebiet Datenbanksysteme und Informationsmanagement (DIMA) » Research Data

Files in This Item:
File Description SizeFormat 
gold.jsonGold standard data53.47 kBJSON JavaScript Object NotationView/Open
eval_dataset.xmlSource data (MediaWiki dump format)2.15 MBXMLView/Open


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