What two needs make label-correction bias problematic?
Question: Answer in one to three sentences, identifying the two situations specified by the source.
Sample answer: Label-correction bias is problematic if the result will be used in an academic research paper or if a completely unbiased measure of test-set accuracy is needed.
Key points:
- Use in an academic research paper
- Need for completely unbiased test-set accuracy
Rubric: Award full credit for identifying both academic-paper use and the need for completely unbiased test-set accuracy.
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Related
In which situation is label-correction bias acceptable?
Label-correction bias is problematic when reporting results in an academic paper.
Label-correction bias is acceptable when the goal is only to develop a _____ or application.
Match each intended use with the correct judgment about label-correction bias.
Order the reasoning process for deciding whether label-correction bias is acceptable.
Explain why the acceptability of label-correction bias depends on the intended use of the result.
Decide whether a team may accept label-correction bias in two planned uses of its result.
What two needs make label-correction bias problematic?
A team needs completely unbiased test-set accuracy. How should it regard label-correction bias?
A development-only application project and an academic paper should treat label-correction bias identically.