<oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:creator>Varvara, Rossella</dc:creator>
  <dc:creator>Salvadori, Justine</dc:creator>
  <dc:creator>Huyghe, Richard</dc:creator>
  <dc:date>2024</dc:date>
  <dc:description xmlns:ns0="xml" ns0:lang="en">In this paper we investigate the extent to which contextualized word embeddings can encode lexical ambiguity. Specifically, we focus on nominalizations in French, which constitute an interesting case for the study of ambiguity because of their frequent polysemy and their relationship with polyfunctional morphological processes. Given a random sample of occurrences of 90 nouns, we compute for each word the pairwise cosine similarity (SelfSim) among their token embeddings extracted from the pre-trained model FlauBERT and we test it as a predictor of the degree of ambiguity of nominalizations. For the evaluation we make use of a manual annotation of lexical ambiguity, testing different annotation strategies: defining word senses with different semantic classifications and granularities; annotating lexemes in isolation or based on a sample of tokens. Our findings contribute to the understanding of (i) the lexical semantic component of contextual embeddings, enhancing their interpretability, (ii) aspects of lexical ambiguity related to derivational semantics and to the contextual variation of
meaning</dc:description>
  <dc:format>application/pdf</dc:format>
  <dc:identifier>https://folia.unifr.ch/global/documents/329233</dc:identifier>
  <dc:identifier>https://folia.unifr.ch/documents/329233/files/varvara_etal_2024_lel.pdf</dc:identifier>
  <dc:language>eng</dc:language>
  <dc:relation>info:eu-repo/semantics/altIdentifier/doi/10.1418/112743</dc:relation>
  <dc:relation>info:eu-repo/semantics/altIdentifier/issn/1</dc:relation>
  <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
  <dc:rights>CC BY-NC-ND</dc:rights>
  <dc:source>Lingue e linguaggio. - Società Editrice Il Mulino. - 2024, no. 1/2024, p. 141-182</dc:source>
  <dc:subject xmlns:ns1="xml" ns1:lang="en">lexical ambiguity </dc:subject>
  <dc:subject xmlns:ns2="xml" ns2:lang="en">nominalization</dc:subject>
  <dc:subject xmlns:ns3="xml" ns3:lang="en">distributional semantics</dc:subject>
  <dc:subject xmlns:ns4="xml" ns4:lang="en">token embeddings </dc:subject>
  <dc:subject xmlns:ns5="xml" ns5:lang="en">semantic annotation</dc:subject>
  <dc:subject xmlns:ns6="xml" ns6:lang="fr">ambiguïté lexicale</dc:subject>
  <dc:subject xmlns:ns7="xml" ns7:lang="fr">nominalisation</dc:subject>
  <dc:subject xmlns:ns8="xml" ns8:lang="fr">sémantique distributionnelle</dc:subject>
  <dc:subject xmlns:ns9="xml" ns9:lang="fr">plongement contextuel</dc:subject>
  <dc:subject xmlns:ns10="xml" ns10:lang="fr">annotation sémantique</dc:subject>
  <dc:subject>info:eu-repo/classification/udc/81</dc:subject>
  <dc:title xmlns:ns11="xml" ns11:lang="en">Lexical ambiguity in contextualized word embeddings: A case study of nominalizations</dc:title>
  <dc:type>http://purl.org/coar/resource_type/c_6501</dc:type>
</oai_dc:dc>
