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: They enable a large-scale initial "scan" of data that would be impossible to perform manually, even if the final analysis still requires human verification. Pew Research Center topic modeling algorithms like LDA (Latent Dirichlet Allocation) function? Are topic models reliable or useful? - Pew Research Center