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Relevance Scores in BERT Sequence Classification

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

Relevance Scores in BERT Sequence Classification

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

Keywords

german, text classification, poems, attention

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    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).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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visibility
download
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.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
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73
9
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