Weimer, Anna Mareike ; Barth, Florian ; Dönicke, Tillmann ; Gödeke, Luisa ; Varachkina, Hanna ; Holler, Anke ; Sporleder, Caroline ; Gittel, Benjamin (2022)
The (In-)Consistency of Literary Concepts. Operationalising, Annotating and Detecting Literary Comment.
In: Journal of Computational Literary Studies, 1 (1)
doi: 10.48694/jcls.90
Artikel, Bibliographie
Dies ist die neueste Version dieses Eintrags.
Kurzbeschreibung (Abstract)
This paper explores how both annotation procedures and automatic detection (i.e. classifiers) can be used to assess the consistency of textual literary concepts. We developed an annotation tagset for the ‘literary comment’ – a frequently used but rarely defined concept – and its subtypes (interpretative comment, attitude comment and metanarrative/metafictional comment) and trained a multi-output and a binary classifier. The multi-output classifier shows F-scores of 28% for attitude comment, 36% for interpretative comment and 48% for meta comment, whereas the binary classifier achieves F-scores up to 59%. Crucially, both our annotation and the automatic classification struggle with the same subtypes of comment, although annotation and classification follow completely different procedures. Our findings suggest an inconsistency in the overall literary concept ‘comment’ and most prominently the subtypes ‘attitude comment’ and ‘interpretative comment’. As a best-practice-example, our approach illustrates that the contribution of Digital Humanities to Literary Studies may go beyond the automatic recognition of literary phenomena.
Typ des Eintrags: | Artikel |
---|---|
Erschienen: | 2022 |
Autor(en): | Weimer, Anna Mareike ; Barth, Florian ; Dönicke, Tillmann ; Gödeke, Luisa ; Varachkina, Hanna ; Holler, Anke ; Sporleder, Caroline ; Gittel, Benjamin |
Art des Eintrags: | Bibliographie |
Titel: | The (In-)Consistency of Literary Concepts. Operationalising, Annotating and Detecting Literary Comment |
Sprache: | Englisch |
Publikationsjahr: | 2022 |
Ort: | Darmstadt |
Verlag: | Universitäts- und Landesbibliothek Darmstadt |
Titel der Zeitschrift, Zeitung oder Schriftenreihe: | Journal of Computational Literary Studies |
Jahrgang/Volume einer Zeitschrift: | 1 |
(Heft-)Nummer: | 1 |
Kollation: | 25 Seiten |
DOI: | 10.48694/jcls.90 |
Zugehörige Links: | |
Kurzbeschreibung (Abstract): | This paper explores how both annotation procedures and automatic detection (i.e. classifiers) can be used to assess the consistency of textual literary concepts. We developed an annotation tagset for the ‘literary comment’ – a frequently used but rarely defined concept – and its subtypes (interpretative comment, attitude comment and metanarrative/metafictional comment) and trained a multi-output and a binary classifier. The multi-output classifier shows F-scores of 28% for attitude comment, 36% for interpretative comment and 48% for meta comment, whereas the binary classifier achieves F-scores up to 59%. Crucially, both our annotation and the automatic classification struggle with the same subtypes of comment, although annotation and classification follow completely different procedures. Our findings suggest an inconsistency in the overall literary concept ‘comment’ and most prominently the subtypes ‘attitude comment’ and ‘interpretative comment’. As a best-practice-example, our approach illustrates that the contribution of Digital Humanities to Literary Studies may go beyond the automatic recognition of literary phenomena. |
Freie Schlagworte: | literary theory, narratology, commentary, operationalisation, annotation, supervised machine learning |
Zusätzliche Informationen: | Urspr. Konferenzveröffentlichung/Originally conference publication: 1st Annual Conference of Computational Literary Studies, 01.-02.06.2022, Darmstadt, Germany |
Sachgruppe der Dewey Dezimalklassifikatin (DDC): | 800 Literatur > 800 Literatur, Rhetorik, Literaturwissenschaft |
Fachbereich(e)/-gebiet(e): | 02 Fachbereich Gesellschafts- und Geschichtswissenschaften > Institut für Sprach- und Literaturwissenschaft > Digital Philology - Neuere deutsche Literaturwissenschaft 02 Fachbereich Gesellschafts- und Geschichtswissenschaften 02 Fachbereich Gesellschafts- und Geschichtswissenschaften > Institut für Sprach- und Literaturwissenschaft |
Hinterlegungsdatum: | 02 Aug 2024 12:49 |
Letzte Änderung: | 06 Aug 2024 07:09 |
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The (In-)Consistency of Literary Concepts. Operationalising, Annotating and Detecting Literary Comment. (deposited 05 Feb 2024 13:05)
- The (In-)Consistency of Literary Concepts. Operationalising, Annotating and Detecting Literary Comment. (deposited 02 Aug 2024 12:49) [Gegenwärtig angezeigt]
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