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<div class="WordSection1">
<h1 style="margin-bottom:0in;margin-bottom:.0001pt;background:white"><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:black">2<sup>nd</sup> Grand-Challenge and Workshop on Multimodal Language
<o:p></o:p></span></h1>
<h1 style="margin:0in;margin-bottom:.0001pt;background:white"><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:black"> (Challenge-HML) <o:p></o:p></span></h1>
<p style="margin:0in;margin-bottom:.0001pt"><span style="font-family:"Arial",sans-serif;color:black"><o:p> </o:p></span></p>
<p style="margin:0in;margin-bottom:.0001pt"><span style="font-family:"Arial",sans-serif;color:black">Co-located with
<b>ACL 2020</b><o:p></o:p></span></p>
<p style="margin:0in;margin-bottom:.0001pt"><span style="font-family:"Arial",sans-serif;color:black">Website:
<a href="http://multicomp.cs.cmu.edu/acl2020multimodalworkshop/">http://multicomp.cs.cmu.edu/acl2020multimodalworkshop/</a></span><o:p></o:p></p>
<p style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:10.0pt;margin-left:0in;background:white">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif;color:#333333"><o:p> </o:p></span></p>
<p style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:3.0pt;margin-left:0in;background:white">
<b><span style="font-size:10.0pt;font-family:"Arial",sans-serif;color:#333333">Keynotes:</span><o:p></o:p></b></p>
<ul style="margin-top:0in" type="disc">
<li class="MsoNormal" style="color:#333333;margin-top:8.0pt;mso-list:l3 level1 lfo1;background:white;vertical-align:baseline">
<b><span style="font-size:10.0pt;font-family:"Arial",sans-serif">Yejin Choi</span></b><span style="font-size:10.0pt;font-family:"Arial",sans-serif"> - University of Washington <o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l3 level1 lfo1;background:white;vertical-align:baseline">
<b><span style="font-size:10.0pt;font-family:"Arial",sans-serif">M. Ehsan Hoque</span></b><span style="font-size:10.0pt;font-family:"Arial",sans-serif"> – University of Rochester
<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l3 level1 lfo1;background:white;vertical-align:baseline">
<b><span style="font-size:10.0pt;font-family:"Arial",sans-serif">Rada Mihalcea</span></b><span style="font-size:10.0pt;font-family:"Arial",sans-serif"> – University of Michigan
<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;margin-bottom:10.0pt;mso-list:l3 level1 lfo1;background:white;vertical-align:baseline">
<b><span style="font-size:10.0pt;font-family:"Arial",sans-serif">Ruslan Salakhutdinov</span></b><span style="font-size:10.0pt;font-family:"Arial",sans-serif"> – Carnegie Mellon University
<o:p></o:p></span></li></ul>
<p style="mso-margin-top-alt:6.0pt;margin-right:0in;margin-bottom:3.0pt;margin-left:0in;background:white">
<b><span style="font-size:10.0pt;font-family:"Arial",sans-serif;color:#333333">Important Dates:</span><o:p></o:p></b></p>
<ul style="margin-top:0in" type="disc">
<li class="MsoNormal" style="color:#333333;margin-top:8.0pt;mso-list:l2 level1 lfo2;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Paper Deadline: <b>
May 18th</b> (Workshop) and <b>May 20th</b> (Grand-Challenge)<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l2 level1 lfo2;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Notification of Acceptance: May 26th<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;margin-bottom:10.0pt;mso-list:l2 level1 lfo2;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Camera-ready: June 2nd
<o:p></o:p></span></li></ul>
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<b><span style="font-size:10.0pt;font-family:"Arial",sans-serif;color:#333333">Supported by:</span><o:p></o:p></b></p>
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<span style="font-size:10.0pt;font-family:"Arial",sans-serif">National Science Foundation (NSF)<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;margin-bottom:10.0pt;mso-list:l0 level1 lfo3;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Intel<o:p></o:p></span></li></ul>
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<span style="font-size:10.0pt;font-family:"Arial",sans-serif;color:#333333">=================================================================<o:p></o:p></span></p>
<p style="margin:0in;margin-bottom:.0001pt;background:white"><span style="font-size:10.0pt;font-family:"Arial",sans-serif;color:#333333"><o:p> </o:p></span></p>
<p style="margin:0in;margin-bottom:.0001pt;background:white"><span style="font-size:10.0pt;font-family:"Arial",sans-serif;color:#333333">The ACL 2020 Second Grand-Challenge and Workshop on Multimodal Language (ACL 2020) offers a unique opportunity for interdisciplinary
researchers to study and model interactions between modalities of language, vision, and acoustic. Modeling multimodal language is a growing research area in NLP. This research area pushes the boundaries of multimodal learning and requires advanced neural modeling
of all three constituent modalities. Advances in this research area allow the field of NLP to take the leap towards better generalization to real-world communication (as opposed to limitation to textual applications), and better downstream performance in Conversational
AI, Virtual Reality, Robotics, HCI, Healthcare, and Education.<o:p></o:p></span></p>
<p style="margin:0in;margin-bottom:.0001pt;background:white"><o:p> </o:p></p>
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<span style="font-size:10.0pt;font-family:"Arial",sans-serif;color:#333333">There are two tracks for submission: Grand-challenge and Workshop (workshop allows archival and non-archival submissions). Grand-Challenge is focused on multimodal sentiment and emotion
recognition on CMU-MOSEI (grand-prize of >$1k in value for the winner) and MELD dataset. The workshop accepts publications in the below listed research areas. Archival track will be published in ACL workshop proceedings and non-archival track will be only
presented during the workshop (but not published in proceedings). We invite researchers from NLP, Computer Vision, Speech Processing, Robotics, HCI, and Affective Computing to submit their papers.</span><o:p></o:p></p>
<ul style="margin-top:0in" type="disc">
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<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Neural Modeling of Multimodal Language<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l1 level1 lfo4;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Multimodal Dialogue Modeling and Generation<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l1 level1 lfo4;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Multimodal Sentiment Analysis and Emotion Recognition<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l1 level1 lfo4;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Language, Vision, and Speech<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l1 level1 lfo4;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Multimodal Artificial Social Intelligence Modeling<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l1 level1 lfo4;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Multimodal Commonsense Reasoning<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l1 level1 lfo4;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Multimodal RL and Control <o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l1 level1 lfo4;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Multimodal Healthcare<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l1 level1 lfo4;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Multimodal Educational Systems<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l1 level1 lfo4;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Multimodal Affective Computing<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l1 level1 lfo4;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Multimodal Robot/Computer Interaction<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l1 level1 lfo4;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Multimodal and Multimedia Resources<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;margin-bottom:12.0pt;mso-list:l1 level1 lfo4;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Creative Applications of Multimodal Learning in E-commerce, Art, and other Impactful Areas.<o:p></o:p></span></li></ul>
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<span style="font-size:10.0pt;font-family:"Arial",sans-serif;color:#333333">We accept the following types of submissions:</span><o:p></o:p></p>
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<b><span style="font-size:10.0pt;font-family:"Arial",sans-serif">Grand challenge papers:
</span></b><span style="font-size:10.0pt;font-family:"Arial",sans-serif">6-8 pages, unlimited number of pages for references.<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;margin-bottom:10.0pt;mso-list:l4 level1 lfo5;background:white;vertical-align:baseline">
<b><span style="font-size:10.0pt;font-family:"Arial",sans-serif">Workshop papers:</span></b><span style="font-size:10.0pt;font-family:"Arial",sans-serif"> 6-8 (long) or 4 (short) pages, unlimited number of pages for references.<o:p></o:p></span></li></ul>
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<b><span style="font-size:10.0pt;font-family:"Arial",sans-serif;color:#333333">Workshop Organizers:</span><o:p></o:p></b></p>
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<span lang="FR-CA" style="font-size:10.0pt;font-family:"Arial",sans-serif">Amir Zadeh (Language Technologies Institute, Carnegie Mellon University)<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l5 level1 lfo6;background:white;vertical-align:baseline">
<span lang="FR-CA" style="font-size:10.0pt;font-family:"Arial",sans-serif">Louis-Philippe Morency (Language Technologies Institute, Carnegie Mellon University)<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;mso-list:l5 level1 lfo6;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Paul Pu Liang (Machine Learning Department, Carnegie Mellon University)<o:p></o:p></span></li><li class="MsoNormal" style="color:#333333;margin-bottom:10.0pt;mso-list:l5 level1 lfo6;background:white;vertical-align:baseline">
<span style="font-size:10.0pt;font-family:"Arial",sans-serif">Soujanya Poria (Singapore University of Technology and Design)<o:p></o:p></span></li></ul>
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