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The Unreasonable Effectiveness of Data

2009 · Alon Halevy, Peter Norvig, Fernando Pereira

Halevy, Norvig, and Pereira argue that for language and web-scale problems, large real-world datasets plus simple scalable models often beat elegant small-data theories.

The Bitter Lesson

2019 · Rich Sutton

Sutton distills a recurring lesson from AI: in the long run, methods that scale with computation beat hand-coded human knowledge.

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