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Content Provider | ACM Digital Library |
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Author | Piccinno, Francesco Sack, Harald Ngonga Ngomo, Axel-Cyrille Lemke, Christiane Usbeck, Ricardo Eickmann, Bernd Brümmer, Martin Ferragina, Paolo Speck, René Ceccarelli, Diego Wesemann, Lars Waitelonis, Jörg Troncy, Raphaël Both, Andreas Rizzo, Giuseppe Cherix, Didier Navigli, Roberto Röder, Michael Baron, Ciro Cornolti, Marco Moro, Andrea |
Abstract | We present GERBIL, an evaluation framework for semantic entity annotation. The rationale behind our framework is to provide developers, end users and researchers with easy-to-use interfaces that allow for the agile, fine-grained and uniform evaluation of annotation tools on multiple datasets. By these means, we aim to ensure that both tool developers and end users can derive meaningful insights pertaining to the extension, integration and use of annotation applications. In particular, GERBIL provides comparable results to tool developers so as to allow them to easily discover the strengths and weaknesses of their implementations with respect to the state of the art. With the permanent experiment URIs provided by our framework, we ensure the reproducibility and archiving of evaluation results. Moreover, the framework generates data in machine-processable format, allowing for the efficient querying and post-processing of evaluation results. Finally, the tool diagnostics provided by GERBIL allows deriving insights pertaining to the areas in which tools should be further refined, thus allowing developers to create an informed agenda for extensions and end users to detect the right tools for their purposes. GERBIL aims to become a focal point for the state of the art, driving the research agenda of the community by presenting comparable objective evaluation results. |
Starting Page | 1133 |
Ending Page | 1143 |
Page Count | 11 |
File Format | |
ISBN | 9781450334693 |
DOI | 10.1145/2736277.2741626 |
Language | English |
Publisher | Association for Computing Machinery (ACM) |
Publisher Date | 2015-05-18 |
Publisher Place | New York |
Access Restriction | Subscribed |
Subject Keyword | Archivability Reusability Semantic entity annotation system Benchmarking framework |
Content Type | Text |
Resource Type | Article |
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