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 "text": "The centralized frameworks used by the leading annotation companies, including Scale AI, Appen, Hive, V7 Labs, CloudFactory, and Sama, carry theoretical and practical shortcomings around bias, ethical sourcing, and data diversity that undermine the equitability and generalizability of the resulting AI models.",
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