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On the Importance of Drill-Down Analysis for Assessing Gold Standards and Named Entity Linking Performance

Odoni, Fabian and Kuntschik, Philipp and Brasoveanu, Adrian M. P. and Weichselbraun, Albert (2018) On the Importance of Drill-Down Analysis for Assessing Gold Standards and Named Entity Linking Performance. Procedia Computer Science . (In Press)

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Official URL: https://www.journals.elsevier.com/procedia-compute...

Abstract

Rigorous evaluations and analyses of evaluation results are key towards improving Named Entity Linking systems. Nevertheless, most current evaluation tools are focused on benchmarking and comparative evaluations. Therefore, they only provide aggregated statistics such as precision, recall and F1-measure to assess system performance and no means for conducting detailed analyses up to the level of individual annotations. This paper addresses the need for transparent benchmarking and fine-grained error analysis by introducing Orbis, an extensible framework that supports drill-down analysis, multiple annotation tasks and resource versioning. Orbis complements approaches like those deployed through the GERBIL and TAC KBP tools and helps developers to better understand and address shortcomings in their Named Entity Linking tools. We present three uses cases in order to demonstrate the usefulness of Orbis for both research and production systems: (i)improving Named Entity Linking tools; (ii) detecting gold standard errors; and (iii) performing Named Entity Linking evaluations with multiple versions of the included resources.

Item Type:Article
Subjects:Q Science > QA Mathematics > QA76 Computer software
ID Code:112
Deposited By: Brasoveanu Adrian M.P.
Deposited On:04 Oct 2018 06:02
Last Modified:04 Oct 2018 06:02

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