Using discourse connectives to test genre bias in masked language models

Dorgeloh, Heidrun; Kawaletz, Lea; Stein, Simon; Stodden, Regina; Conrad, Stefan

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Using discourse connectives to test genre bias in masked language models

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Heidrun Dorgeloh
Lea Kawaletz
Simon David Stein
Regina Stodden
Stefan Conrad

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This paper presents evidence for an effect of genre on the use of discourse connectives in argumentation. Drawing from discourse processing research on reasoning-based structures, we use fill-mask computation to measure genre-induced expectations of argument realisation, and beta regression to model the probabilities of these realisations against a set of predictors. Contrasting fill-mask probabil…

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