DISCO PAL: Diachronic Spanish sonnet corpus with psychological and affective labels.

Nowadays, there are many applications of text mining over corpora from different languages. However, most of them are based on texts in prose, lacking applications that work with poetry texts. An example of an application of text mining in poetry is the usage of features derived from their individua...

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Publicado en:Language Resources & Evaluation Vol. 56; no. 2; pp. 501 - 543
Autores principales: Barbado, Alberto, Fresno, Víctor, Riesco, Ángeles Manjarrés, Ros, Salvador
Formato: Artículo
Publicado: Springer Nature Jun2022
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Acceso en línea:Ver este registro en EBSCOhost
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        10.1007/s10579-021-09557-1
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          Barbado, Alberto
          Fresno, Víctor
          Riesco, Ángeles Manjarrés
          Ros, Salvador
        affil:
          Departamento de Inteligencia Artificial, Universidad Politécnica de Madrid, Madrid, Spain
          Telefónica, Madrid, Spain
          Escuela Técnica Superior de Informática, Universidad Nacional de Educación a Distancia, Madrid, Spain
          Departamento de Lenguajes y Sistemas Informáticos, Universidad Nacional de Educación a Distancia, Madrid, Spain
      su:
        Sonnet
        Affect (Psychology)
        Recommender systems
        Text mining
        Corpora
        Poetry (Literary form)
      sug:
        subj:
          Sonnet
          Affect (Psychology)
          Recommender systems
          Text mining
          Corpora
          Poetry (Literary form)
      keyword:
        Affective
        NLP
        Poetry
        Psychology
        Semantic
        Spanish sonnets
      ab: Nowadays, there are many applications of text mining over corpora from different languages. However, most of them are based on texts in prose, lacking applications that work with poetry texts. An example of an application of text mining in poetry is the usage of features derived from their individual words in order to capture the lexical, sublexical and interlexical meaning, and infer the General Affective Meaning (GAM) of the text. However, even though this proposal has been proved as useful for poetry in some languages, there is a lack of studies for both Spanish poetry and for highly-structured poetic compositions such as sonnets. This article presents a study over an annotated corpus of Spanish sonnets, in order to analyse if it is possible to build features from their individual words for predicting their GAM. The purpose of this is to model sonnets at an affective level. The article also analyses the relationship between the GAM of the sonnets and the content itself. For this, we consider the content from a psychological perspective, identifying with tags when a sonnet is related to a specific term. Then, we study how GAM changes according to each of those psychological terms. The corpus used contains 274 Spanish sonnets from authors of different centuries, from fifteenth to nineteenth. This corpus was annotated by different domain experts. The experts annotated the poems with affective and lexico-semantic features, as well as with domain concepts that belong to psychology. Thanks to this, the corpus of sonnets can be used in different applications, such as poetry recommender systems, personality text mining studies of the authors, or the usage of poetry for therapeutic purposes.
      pubtype: Academic Journal
      doctype: Article
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    language: English
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