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 				<p class="section-header">Publications</p>
 
 				<div class="publication">
-					<p class="meta">Working Research Paper   —   2023</p>
+					<p class="meta">Published Research Paper   —   2023</p>
 					<p class="title">Deep Manifold Learning for Reading Comprehension and Logical Reasoning Tasks with Polytuplet Loss</p>
 					<p class="authors">Jeffrey Lu, Ivan Rodriguez</p>
 					<div class="buttons">
-						<div class="glass-panel clickable" data-link="https://arxiv.org/abs/2304.01046">
+						<div class="glass-panel clickable" data-link="https://link.springer.com/chapter/10.1007/978-3-031-53963-3_23">
 							Read
 						</div>
 						<div class="glass-panel clickable" data-link="https://github.com/USSiamaboat/polytuplet-loss">