<html><head><meta http-equiv="Content-Type" content="text/html; charset=us-ascii"></head><body style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;" class=""><div dir="auto" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;" class=""><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; 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-webkit-nbsp-mode: space; line-break: after-white-space;"><div class=""><span class="" style="orphans: 2; widows: 2; font-size: large;">UNIVERSITY OF CHICAGO</span></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div class=""><span class=""><font size="4" class="">DEPARTMENT OF COMPUTER SCIENCE</font></span></div><div class="" style="orphans: 2; widows: 2;"><span class=""><font size="4" class="">PRESENTS</font></span></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div><p class="MsoNormal" style="margin: 15pt 0in 7.5pt;"><br class=""></p><div class=""><br class="webkit-block-placeholder"></div><p class="MsoNormal"><o:p class=""> </o:p><img apple-inline="yes" id="21E93216-B923-4ACF-9568-EB9981F1799D" class="" src="cid:BAFD2968-093E-4ED7-B5CD-B0CE55D83908@hsd1.il.comcast.net"></p><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div class="" style="orphans: 2; widows: 2;"><font size="4" class=""><b class="">Yoon Kim</b></font></div><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div dir="auto" class="" style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><div class="" style="orphans: 2; widows: 2;"><div class="" style="margin: 0in 0in 0.0001pt;"><font size="4" class=""><i class="">Harvard University</i></font></div><div class="" style="margin: 0in 0in 0.0001pt;"><span class="" style="font-size: 14px;"><i class=""><p class="MsoNormal" align="center"><o:p class=""></o:p></p></i></span><div class=""><br class=""></div></div><div class="" style="margin: 0in 0in 0.0001pt;"><span class=""><span class=""><font class=""><font size="4" class=""><b class="">Thursday, April 2nd at 3:00 pm</b></font></font></span></span></div><div class="" style="margin: 0in 0in 0.0001pt;"><span class=""><br class=""></span></div><div class="" style="margin: 0in 0in 0.0001pt;"><span class="" style="font-size: 15px;"><span class="">Join via zoom (enables questions):</span><br class=""><span class=""><a href="https://uchicago.zoom.us/j/843654791" class="">https://uchicago.zoom.us/j/843654791</a><br class=""> </span></span></div><div class="" style="margin: 0in 0in 0.0001pt;"><span class=""><span class="" style="font-size: 15px;">Or</span></span></div><div class="" style="margin: 0in 0in 0.0001pt;"><span class=""><span class="" style="font-size: 15px;"><br class="">Watch via live stream:<br class=""></span></span></div><div class="" style="margin: 0in 0in 0.0001pt;"><a href="http://live.cs.uchicago.edu/yoonkim/" class="" style="font-size: 15px;">http://live.cs.uchicago.edu/yoonkim/</a><br class=""></div></div><div class=""><div class=""><font size="4" class=""><font class=""><span class=""><b class="" style="color: rgb(33, 33, 33);"><br class=""></b></span></font></font></div><div class=""><font size="4" class=""><font class=""><span class=""><b class="" style="color: rgb(33, 33, 33);">Title: </b></span></font></font><font color="#212121" size="4" class=""><span class=""><b class="">Deep Learning and Language Structure</b></span></font></div><div class=""><font color="#212121" size="4" class=""><span class=""><b class=""><br class=""></b></span></font></div><div class="" style="color: rgb(33, 33, 33);"><b class=""><font class="" size="4">Abstract:</font></b></div><div class=""><font class=""><span class=""><div class="" style="font-variant-ligatures: normal; background-color: rgb(255, 255, 255);"><div class=""><font class="" size="4"><span class=""><span id="docs-internal-guid-bf351367-7fff-5067-8c8e-0130cc54a81c" class=""><div class="" style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;"><span class=""><span class=""><span class=""><span class=""><span class=""><span class="" style="white-space: pre-wrap;">Abstract: Natural language has inherent structure. Words compose with one another to form hierarchical structures to convey meaning. These compositional structures are ubiquitous at all levels of language. Despite the recent, enormous success of deep neural networks in NLP, capturing such discrete, combinatorial structure remains challenging. In this talk, I will present two directions towards an integration of deep learning and language structure. First, we will see how language structure can be used as a rich source of prior knowledge to improve language modeling and representation learning. Second, we will explore how advances in model parameterization and inference, in particular deep learning, can be used as a computational tool to discover linguistic structure from raw text.<br class=""></span><br class=""></span></span></span></span></span></div></span></span><b class="" style="color: rgb(33, 33, 33);">Bio:</b></font></div></div></span></font></div><div class=""><div class="" style="font-variant-ligatures: normal; background-color: rgb(255, 255, 255);"><font color="#222222" size="4" class=""><span class=""><i class="">Yoon Kim is a fifth-year PhD student at Harvard University, advised by Alexander Rush. His research is at the intersection of natural language processing and machine learning. He is the recipient of a Google AI PhD Fellowship.</i></span></font></div><div class="" style="font-variant-ligatures: normal; background-color: rgb(255, 255, 255);"><font color="#222222" size="4" class=""><span class=""><i class=""><br class=""></i></span></font></div><div class="" style="font-variant-ligatures: normal; background-color: rgb(255, 255, 255);"><font color="#222222" class=""><i class=""><b class=""><font size="4" class="">Host: Michael Maire</font></b></i></font></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></body></html>