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Ablation Study Design
Ablation Study Design
3 questions
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An ablation study in ML papers removes one component of a proposed method at a time. What is the goal?
Hide and think first
A.
Determine the optimal hyperparameters for the proposed method by trying different values
B.
Compare the proposed method to published baselines on standard benchmarks
C.
Attribute performance gains to specific components by measuring what happens when each is removed — supporting causal claims about which ideas work
D.
Verify that the model's predictions are not influenced by chance by running it on random data
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