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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 15 of 15 1 Can we predict new facts with open knowledge graph embeddings? A benchmark for open link prediction Gashteovski, Kiril; Gemulla, Rainer; Wang, Yanjie. - : Association for Computational Linguistics, 2020 BASE Show details 2 LibKGE – A knowledge graph embedding library for reproducible research Broscheit, Samuel; Ruffinelli, Daniel; Kochsiek, Adrian; Betz, Patrick; Gemulla, Rainer. - : Association for Computational Linguistics (ACL), 2020 Abstract: LibKGE (https://github.com/uma-pi1/kge) is an open-source PyTorch-based library for training, hyperparameter optimization, and evaluation of knowledge graph embedding models for link prediction. The key goals of LibKGE are to enable reproducible research, to provide a framework for comprehensive experimental studies, and to facilitate analyzing the contributions of individual components of training methods, model architectures, and evaluation methods. LibKGE is highly configurable and every experiment can be fully reproduced with a single configuration file. Individual components are decoupled to the extent possible so that they can be mixed and matched with each other. Implementations in LibKGE aim to be as efficient as possible without leaving the scope of Python/Numpy/PyTorch. A comprehensive logging mechanism and tooling facilitates in-depth analysis. LibKGE provides implementations of common knowledge graph embedding models and training methods, and new ones can be easily added. A comparative study (Ruffinelli et al., 2020) showed that LibKGE reaches competitive to state-of-the-art performance for many models with a modest amount of automatic hyperparameter tuning. Keyword: 004 Informatik URL: https://madoc.bib.uni-mannheim.de/61522 https://doi.org/10.18653/v1/2020.emnlp-demos.22 https://madoc.bib.uni-mannheim.de/61522/ https://madoc.bib.uni-mannheim.de/61522/1/LibKGE%20%E2%80%93%20A%20knowledge%20graph%20embedding%20library%20for%20reproducible%20research.pdf BASE Hide details 3 On aligning OpenIE extractions with Knowledge Bases: A case study Gashteovski, Kiril; Gemulla, Rainer; Kotnis, Bhushan. - : Association for Computational Linguistics (ACL), 2020 BASE Show details 4 OPIEC: An open information extraction corpus Gashteovski, Kiril [Verfasser]; Wanner, Sebastian [Verfasser]; Hertling, Sven [Verfasser]. - Mannheim : Universitätsbibliothek Mannheim, 2019 DNB Subject Category Language Show details 5 OPIEC: An open information extraction corpus Gashteovski, Kiril; Wanner, Sebastian; Hertling, Sven. - : OpenReview.net, 2019 BASE Show details 6 On evaluating embedding models for knowledge base completion Gemulla, Rainer; Wang, Yanjie; Broscheit, Samuel. - : Association for Computational Linguistics, 2019 BASE Show details 7 A neural autoencoder approach for document ranking and query refinement in pharmacogenomic information retrieval Broscheit, Samuel; Pfeiffer, Jonas; Gemulla, Rainer. - : Association for Computational Linguistics, 2018 BASE Show details 8 Learning distributional token representations from visual features Gemulla, Rainer; Broscheit, Samuel; Keuper, Margret. - : Association for Computational Linguistics, 2018 BASE Show details 9 MinIE: minimizing facts in open information extraction Corro, Luciano del; Gashteovski, Kiril; Gemulla, Rainer. - : Association for Computational Linguistics, 2017 BASE Show details 10 Methods for open information extraction and sense disambiguation on natural language text ; Methoden der Offenen Informationsextraktion und Bedeutungsdisambiguierung in Texten Del Corro, Luciano. - 2015 BASE Show details 11 FINET: context-aware fine-grained named entity typing Abujabal, Abdalghani; Corro, Luciano del; Gemulla, Rainer. - : Assoc. for Computational Linguistics, 2015 BASE Show details 12 CORE: Context-aware open relation extraction with factorization machines Corro, Luciano del; Petroni, Fabio; Gemulla, Rainer. - : Assoc. for Computational Linguistics, 2015 BASE Show details 13 Werdy: Recognition and disambiguation of verbs and verb phrases with syntactic and semantic pruning Corro, Luciano del [Verfasser]; Gemulla, Rainer [Verfasser]; Weikum, Gerhard [Verfasser]. - Mannheim : Universitätsbibliothek Mannheim, 2014 DNB Subject Category Language Show details 14 Senti-LSSVM: Sentiment-oriented multi-relation extraction with latent structural SVM Weikum, Gerhard; Gemulla, Rainer; Zhang, Yi. - : Assoc. for Computational Linguistics, 2014 BASE Show details 15 Werdy: Recognition and disambiguation of verbs and verb phrases with syntactic and semantic pruning Corro, Luciano del; Gemulla, Rainer; Weikum, Gerhard. - : Assoc. for Computational Linguistics, 2014 BASE Show details

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