No text without context No text without context Reddit, Jane Austen, and vector spaces Oliver Baumann Round Table of RDM — 19th July 2022 Context matters! Word embeddings Distributional semantics: a term’s meaning is influenced from surrounding words numeric representation of text, usually as vectors vectors of words with similar meaning are also close in representation-space algebraic operations: \(\vec{King} + \vec{Woman} = \vec{Queen}\) he married a more amiable woman, he might have been he married a more amiable woman, he might have been he married a more amiable woman, he might have been he married a more amiable woman, he might have been to wish to marry a woman who had not either a was a very cheerful agreeable woman, he hoped the young Case study Jane Austen Sense & Sensibility Pride & Prejudice Mansfield Park Emma Northanger Abbey Persuasion Reddit /r/TwoXChromosomes /r/OneY /r/ainbow /r/Equality /r/ConservativeLadies /r/Feminism /r/BlackHair /r/brownbeauty /r/blackgirls /r/blackladies Woman Austen Reddit Black Austen Reddit Kiss Austen Reddit Networks and context Thanks! @olibaumann oliver.baumann@uni-bayreuth.de
