{"id":680,"date":"2024-05-01T12:25:38","date_gmt":"2024-05-01T12:25:38","guid":{"rendered":"https:\/\/mbic-auditorylab.nl\/home\/?p=680"},"modified":"2024-08-28T07:31:32","modified_gmt":"2024-08-28T07:31:32","slug":"new-preprint-in-biorxiv-bridging-auditory-perception-and-natural-language-processing-with-semantically-informed-deep-neural-networks","status":"publish","type":"post","link":"https:\/\/mbic-auditorylab.nl\/home\/new-preprint-in-biorxiv-bridging-auditory-perception-and-natural-language-processing-with-semantically-informed-deep-neural-networks\/","title":{"rendered":"New preprint in bioRxiv: Bridging Auditory Perception and Natural Language Processing with Semantically informed Deep Neural Networks"},"content":{"rendered":"<p><span dir=\"ltr\" role=\"presentation\">Read our new preprint in <em>bioRxiv\u00a0\u00a0<\/em>on enhancing sound recognition with semantics. We found that \u00a0integrating NLP embeddings into CNNs enhances the network&#8217;s sound recognition performance and aligns it with human auditory perception:\u00a0 <\/span><\/p>\n<p><span dir=\"ltr\" role=\"presentation\">Bridging Auditory Perception and Natural <\/span><span dir=\"ltr\" role=\"presentation\">Language Processing with Semantically\u00a0<\/span><span dir=\"ltr\" role=\"presentation\">informed Deep Neural Networks.\u00a0<\/span><span dir=\"ltr\" role=\"presentation\">Michele Esposito<\/span><span dir=\"ltr\" role=\"presentation\">, Giancarlo Valente<\/span><span dir=\"ltr\" role=\"presentation\">, Yenisel\u00a0<\/span><span dir=\"ltr\" role=\"presentation\">Plasencia-Cala\u00f1<\/span><span dir=\"ltr\" role=\"presentation\">a<\/span><span dir=\"ltr\" role=\"presentation\">, Michel Dumontier<\/span><span dir=\"ltr\" role=\"presentation\">, Bruno L. Giordano,\u00a0<\/span><span dir=\"ltr\" role=\"presentation\">and Elia Formisano, <span class=\"highwire-cite-metadata-journal highwire-cite-metadata\">bioRxiv\u00a0<\/span><span class=\"highwire-cite-metadata-pages highwire-cite-metadata\">2024.04.29.591634. <a href=\"https:\/\/www.biorxiv.org\/content\/10.1101\/2024.04.29.591634v1\">https:\/\/www.biorxiv.org\/content\/10.1101\/2024.04.29.591634v1<\/a><\/span><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Read our new preprint in bioRxiv\u00a0\u00a0on enhancing sound recognition with semantics. We found that \u00a0integrating NLP embeddings into CNNs enhances the network&#8217;s sound recognition performance and aligns it with human auditory perception:\u00a0 Bridging Auditory Perception and Natural Language Processing with Semantically\u00a0informed Deep Neural Networks.\u00a0Michele Esposito, Giancarlo Valente, Yenisel\u00a0Plasencia-Cala\u00f1a, Michel Dumontier, Bruno L. Giordano,\u00a0and Elia Formisano, [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-680","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"acf":[],"_links":{"self":[{"href":"https:\/\/mbic-auditorylab.nl\/home\/wp-json\/wp\/v2\/posts\/680","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mbic-auditorylab.nl\/home\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mbic-auditorylab.nl\/home\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mbic-auditorylab.nl\/home\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/mbic-auditorylab.nl\/home\/wp-json\/wp\/v2\/comments?post=680"}],"version-history":[{"count":3,"href":"https:\/\/mbic-auditorylab.nl\/home\/wp-json\/wp\/v2\/posts\/680\/revisions"}],"predecessor-version":[{"id":684,"href":"https:\/\/mbic-auditorylab.nl\/home\/wp-json\/wp\/v2\/posts\/680\/revisions\/684"}],"wp:attachment":[{"href":"https:\/\/mbic-auditorylab.nl\/home\/wp-json\/wp\/v2\/media?parent=680"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mbic-auditorylab.nl\/home\/wp-json\/wp\/v2\/categories?post=680"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mbic-auditorylab.nl\/home\/wp-json\/wp\/v2\/tags?post=680"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}