Tracing Antisemitic Language Through Diachronic Embedding Projections: France 1789-1914

June 04, 2019 ยท Declared Dead ยท ๐Ÿ› LChange@ACL

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Authors Rocco Tripodi, Massimo Warglien, Simon Levis Sullam, Deborah Paci arXiv ID 1906.01440 Category cs.CL: Computation & Language Cross-listed cs.AI, cs.DL Citations 21 Venue LChange@ACL Last Checked 4 months ago
Abstract
We investigate some aspects of the history of antisemitism in France, one of the cradles of modern antisemitism, using diachronic word embeddings. We constructed a large corpus of French books and periodicals issues that contain a keyword related to Jews and performed a diachronic word embedding over the 1789-1914 period. We studied the changes over time in the semantic spaces of 4 target words and performed embedding projections over 6 streams of antisemitic discourse. This allowed us to track the evolution of antisemitic bias in the religious, economic, socio-politic, racial, ethic and conspiratorial domains. Projections show a trend of growing antisemitism, especially in the years starting in the mid-80s and culminating in the Dreyfus affair. Our analysis also allows us to highlight the peculiar adverse bias towards Judaism in the broader context of other religions.
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