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We will focus on applications in Academic Search because the data is less sensitive and more available. We argue that Content-based filtering (CBF) and Graph-based methods (GB) complement one another. The scientific literature can be viewed as a conversation between authors and the audience. CBF uses <span class="gmail-il">abstracts</span> to infer authors' positions, and GB uses citations to infer responses from the audience. In this talk, we describe nine differences between CBF and GB, as well as synergistic opportunities for hybrid combinations. Two embeddings will be used to illustrate these opportunities: (1) Specter, a CBF method based on BERT-like deepnet encodings of <span class="gmail-il">abstracts</span>, and (2) ProNE, a GB method based on spectral clustering of more than 200M papers and 2B citations from Semantic Scholar (S2). Resources are available: APIs, a website, and several embeddings of S2 papers.</span> </p> </div> <div class="row lecture__section"> <h2>About this Lecture</h2> <span> <strong>Number of Slides: </strong> 30</span><br/> <span> <strong>Duration: </strong> 30 minutes </span><br/> <span> <strong>Languages Available: </strong> English</span><br/> <span> <strong>Last Updated: </strong> <span id="lecDate"></span> </span> </div> <div class="row lecture__section"> <h2>Request this Lecture</h2> <p>To request this particular lecture, please complete this <a href="https://services.acm.org/public/speakers/request_lecture.cfm?lecture_id=16085" target="_blank">online form.</a> </p> </div> <div class="row lecture__section"> <h2>Request a Tour</h2> <p>To request a tour with this speaker, please complete this <a href="https://services.acm.org/public/speakers/request_tour.cfm?lecturer_id=20048" target="_blank">online form.</a> </p> <p>All requests will be sent to ACM headquarters for review.</p> </div> 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