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Distinguishing Fictional Voices: a Study of Authorship Verification Models for Quotation Attribution. (arXiv:2401.16968v1 [cs.CL])
cs.CL updates on arXiv.org arxiv.org
Recent approaches to automatically detect the speaker of an utterance of
direct speech often disregard general information about characters in favor of
local information found in the context, such as surrounding mentions of
entities. In this work, we explore stylistic representations of characters
built by encoding their quotes with off-the-shelf pretrained Authorship
Verification models in a large corpus of English novels (the Project Dialogism
Novel Corpus). Results suggest that the combination of stylistic and topical
information captured in some of …
arxiv attribution characters context cs.cl encoding explore found general information speaker speech study verification voices work