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Relevance Scores in BERT Sequence Classification

Name: Relevance Scores in BERT Sequence Classification
Keywords: german, text classification, poems, attention

descriptionPublicationkeyboard_double_arrow_right Other literature type , Conference object 19 Jan 2022 English Zenodo

Authors: Leonard Konle; Fotis Jannidis; Merten Kröncke; Simone Winko;

doi: 10.5281/zenodo.5878817 , 10.5281/zenodo.6047465 , 10.5281/zenodo.5878816

Relevance Scores in BERT Sequence Classification

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Abstract

Poster on the classification of poem genres using BERT. Analysis on word-wise importance scores. DFG Schwerpunktprogramm SPP 2207 "Computational Literary Studies" Online: https://gepris.dfg.de/gepris/projekt/402743989 https://dfg-spp-cls.github.io/ Teilprojekt: "The Beginnings of Modern Poetry – Modeling Literary History with Text Similarities" Online: https://gepris.dfg.de/gepris/projekt/424212127 https://dfg-spp-cls.github.io/projects_en/2020/01/24/TP-Beginnings_of_Poetry

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german, text classification, poems, attention

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Impact byBIP!

	citations This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).	0
	popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.	Average
	influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).	Average
	impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.	Average

Usage byUsageCounts

visibility	views	85
download	downloads	10

	citations This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).	0
	popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.	Average
	influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).	Average
	impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.	Average