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From Word Counts to Context: Topic Models for Asset Pricing

Foley, Kevin et al.
arXiv (All) · Papers
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and-sciencecomputational-engineeringfinanceportfolio-managementstatistical-finance
News may reveal systematic risk, but whether its context enhances the construction of systematic risk factors is still unclear. We seek to test whether utilizing a sentence transformer represents an improvement over techniques such as Latent Dirichlet Allocation (LDA) in the coherence of topic term
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