{"id":1266,"date":"2023-09-26T15:01:39","date_gmt":"2023-09-26T18:01:39","guid":{"rendered":"https:\/\/csan2023.saneurociencias.org.ar\/index.php\/2023\/09\/26\/080-evaluating-the-semantic-representation-contextualization-of-polysemic-words\/"},"modified":"2023-09-27T09:58:50","modified_gmt":"2023-09-27T12:58:50","slug":"080-evaluating-the-semantic-representation-contextualization-of-polysemic-words","status":"publish","type":"post","link":"https:\/\/csan2023.saneurociencias.org.ar\/index.php\/2023\/09\/26\/080-evaluating-the-semantic-representation-contextualization-of-polysemic-words\/","title":{"rendered":"080 | Evaluating the semantic representation contextualization of polysemic words"},"content":{"rendered":"<p>Cognition, Behavior, and Memory<\/p>\n<p><strong>Author:<\/strong> Bruno Bianchi | <strong>Email:<\/strong> brunobian@gmail.com<\/p>\n<hr>\n<p>Bruno Bianchi <sup>1\u00b0<\/sup>, Julieta Laurino <sup>3\u00b0<\/sup>, Diego Fern\u00e1ndez Slezak <sup>1\u00b0<\/sup>, Laura Kackzer <sup>3\u00b0<\/sup>, Juan Esteban Kamienkowski <sup>1\u00b0<\/sup><\/p>\n<p>1\u00b0 Laboratorio de Inteligencia Artificial Aplicada, Instituto de Ciencias de Computaci\u00f3n, Facultad de Ciencias Exactas y Naturales (UBA-CONICET)<br \/>\n2\u00b0 Departamento de Computaci\u00f3n, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires<br \/>\n3\u00b0 Instituto de Fisiolog\u00eda, Biolog\u00eda Molecular y Neurociencias, Facultad de Ciencias Exactas y Naturales (UBA-CONICET)<br \/>\n4\u00b0 Maestr\u00eda de Explotaci\u00f3n de Datos y Descubrimiento del Conocimiento, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires<\/p>\n<p>Polysemy (words with the same spelling and different, but related, meaning) is a feature present in many languages. For example, in English it is estimated that 80% of words are polysemic. This generates that, when we come across a word, either visually or aurally, our brain must quickly interpret what meaning is being referred to, based on the context in which it appeared. The mechanisms that operate to carry out this processing are not precisely known.<\/p>\n<p>Meanwhile, state-of-the-art computational Language Models have achieved a level of language comprehension that allows them to recognize the correct meaning that is being assigned to polysemic words when used in context.<\/p>\n<p>In the present work we present a preliminary comparative analysis between behavioral responses of humans and the mechanisms that operate in Language Models against the interpretation of neutral sentences (which do not allow defining the meaning of the polysemic words present) contextualized with biasing paragraphs. This work is a first step towards a better understanding of the brain mechanisms underlying this process.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Author: Bianchi Bruno | email: brunobian@gmail.com | Cognition, Behavior, and Memory<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[20],"class_list":["post-1266","post","type-post","status-publish","format-standard","hentry","category-session-2","tag-cognition-behavior-and-memory"],"_links":{"self":[{"href":"https:\/\/csan2023.saneurociencias.org.ar\/index.php\/wp-json\/wp\/v2\/posts\/1266","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/csan2023.saneurociencias.org.ar\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/csan2023.saneurociencias.org.ar\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/csan2023.saneurociencias.org.ar\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/csan2023.saneurociencias.org.ar\/index.php\/wp-json\/wp\/v2\/comments?post=1266"}],"version-history":[{"count":4,"href":"https:\/\/csan2023.saneurociencias.org.ar\/index.php\/wp-json\/wp\/v2\/posts\/1266\/revisions"}],"predecessor-version":[{"id":2212,"href":"https:\/\/csan2023.saneurociencias.org.ar\/index.php\/wp-json\/wp\/v2\/posts\/1266\/revisions\/2212"}],"wp:attachment":[{"href":"https:\/\/csan2023.saneurociencias.org.ar\/index.php\/wp-json\/wp\/v2\/media?parent=1266"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/csan2023.saneurociencias.org.ar\/index.php\/wp-json\/wp\/v2\/categories?post=1266"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/csan2023.saneurociencias.org.ar\/index.php\/wp-json\/wp\/v2\/tags?post=1266"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}