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<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">CALL FOR PAPERS OF THE
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<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">4TH WORKSHOP ON SEMANTIC DEEP LEARNING (SemDeep-4) @ ISWC 2018</font></p>
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<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Monterey, California
</font></p>
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<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Semantic Web (SW) Technologies and Deep Learning (DL) share the goal of creating intelligent artifacts. Both
disciplines have had a remarkable impact in data and knowledge analysis, as well as knowledge representation, and in fact constitute two complementary directions for modeling expressible linguistic phenomena and solving semantically complex problems. In this
context, and following the main foundations set in past editions, SemDeep-4 aims to bring together SW and DL research as well as industrial communities. SemDeep is interested in contributions of DL to classic problems in semantic applications, such as: (semi-automated)
ontology learning, ontology alignment, ontology annotation, duplicate recognition, ontology prediction, knowledge base completion, relation extraction, and semantically grounded inference, among many others. At the same time, we invite contributions that analyse
the interaction of SW technologies and resources with DL architectures, such as knowledge-based embeddings, collocation discovery and classification, or lexical entailment, to name only a few. This workshop seeks to provide an invigorating environment where
semantically challenging problems which appeal to both Semantic Web and Computational Linguistic communities are addressed and discussed.</font></p>
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<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">We invite submissions on any approach combining Semantic Web technologies and Deep Learning and suggest the
following topics.</font></p>
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<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><font face="inherit">Structured knowledge in deep learnin</font><font face="inherit">g.</font></font></p>
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<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal"></span></span></span></font></span><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">neural
networks and logic rules for semantic compositionality</span></span></span></font></span></font></p>
</li><li>
<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">learning
and applying knowledge graph embeddings to NLP tasks</span></span></span></font></span></font></p>
</li><li>
<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">learning
semantic similarity and encoding distances as knowledge grap</span></span></span></font></span><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">h</span></span></span></font></span></font></p>
</li><li>
<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal"></span></span></span></font></span><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">ontology-based
text classification</span></span></span></font></span></font></p>
</li><li>
<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">multilingual
resources for neural representations of linguistics</span></span></span></font></span></font></p>
</li><li>
<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">semantic
role labeling </span></span></span></font></span></font></p>
</li></ul>
<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">Reasoning
and inferences and deep learning</span></span></span></font></span></font></p>
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<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">commonsense
reasoning and vector space models</span></span></span></font></span></font></p>
</li><li>
<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">r</span></span></span></font></span><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">easoning
with deep learning methods</span></span></span></font></span></font></p>
</li><li>
<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal"></span></span></span></font></span><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">l</span></span></span></font></span><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">earning
knowledge representations with deep learning</span></span></span></font></span></font></p>
</li><li>
<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">deep
learning methods for knowledge-base completion</span></span></span></font></span></font></p>
</li><li>
<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">deep
ontology learning</span></span></span></font></span></font></p>
</li><li>
<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">deep
learning models for learning knowledge representations from text</span></span></span></font></span></font></p>
</li><li>
<p style="margin-bottom: 0.2in; line-height: 100%; orphans: 2; widows: 2"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="font-variant: normal"><font face="inherit"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">deep
learning ontological annotations</span></span></span></font></span></font></p>
</li></ul>
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<p style="margin-bottom: 0in; orphans: 2; widows: 2"><a name="LPlnk881386" id="LPlnk590101" previewremoved="true"></a><span style="font-variant: normal"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">Website:
</span></span></span></font></span><a href="http://www.dfki.de/semdeep-4/" target="_blank" style="" id="LPlnk144930" previewremoved="true"><span style="font-variant: normal"><font color="#14aaf5"><font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal"><span style="background: transparent">http://www.dfki.de/semdeep-4/</span></span></span></span></font></font></span></a></p>
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<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">IMPORTANT DATES</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">*Firm* Submission deadline: June 1, 2018</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Notification of acceptance: June 27, 2018</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Camera-ready version: July 20, 2018</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Workshop dates: October 8-9, 2018</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">SUBMISSION INSTRUCTIONS</font></p>
<p style="font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">We invite three types of submissions:</font></p>
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<p style="margin-bottom: 0in; border: none; padding: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="inherit">Long papers with new results (max. 12 pages)</font></p>
</li><li>
<p style="margin-bottom: 0in; border: none; padding: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="inherit">Short papers presenting innovative not fully empirically validated ideas or position papers (max. 4 pages)</font></p>
</li><li>
<p style="margin-bottom: 0in; border: none; padding: 0in; orphans: 2; widows: 2">
<font face="inherit"><span style="font-variant: normal"><span style="letter-spacing: normal"><span style="font-style: normal"><span style="font-weight: normal">Short descriptions of systems that participate in the demo jam (max. 4 pages)
</span></span></span></span></font></p>
<p style="margin-bottom: 0in; border: none; padding: 0in; orphans: 2; widows: 2">
</p>
</li></ol>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">All papers need to follow the LCNS formatting guidelines. The demo jam takes the format of system demonstrations
where the theoretical background may be explained in the presentation slot and the functioning of the system is showcased in a 5 minute demo.</font></p>
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<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">ORGANIZING COMMITTEE
</font></p>
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<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Luis Espinosa Anke, Cardiff University, UK</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Thierry Declerck, DFKI GmbH, Germany</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Dagmar Gromann, Technical University Dresden, Germany</font></p>
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<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols"><br>
</font></p>
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<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">PROGRAM COMMITTEE
</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Stephan Baier, Ludwig Maximilian University, Munich, Germany</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Michael Cochez, RWTH University Aachen, Germany</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Brigitte Grau, LIMSI, CNRS, Orsay, France</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Wei Hu, Nanjing University, China</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Rezaul Karim, RWTH University Aachen, Germany</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Stratos Kontopoulos, Multimedia Knowledge \& Social Media Analytics Laboratory, Thessanloniki, Greece</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Brigitte Krenn, Austrian Research Institute for AI, Vienna, Austria</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Jose Moreno, Universite Paul Sabatier, IRIT, Toulouse, France</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Luis Nieto Piņa, University of Goteborg, Goteburg, Sweden</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Sergio Oramas, Universitat Pompeu Fabra, Barcelona, Spain</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Alessandro Raganato, Sapienza University of Rome, Rome, Italy</font></p>
<p style="margin-bottom: 0in; font-variant: normal; letter-spacing: normal; font-style: normal; font-weight: normal; orphans: 2; widows: 2">
<font face="Calibri, Helvetica, sans-serif, EmojiFont, Apple Color Emoji, Segoe UI Emoji, NotoColorEmoji, Segoe UI Symbol, Android Emoji, EmojiSymbols">Simon Razniewksi, Max-Planck-Institute, Germany</font></p>
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