Example Attribution Can Support a Second Pass of Debugging

Which component should receive the most attention if 72 of 80 dev-set mistakes come from the signal preprocessor?

A single source of most validation errors should receive priority.

Identify the component with the most assigned errors

Interpreting Component Error Counts

Order the steps for using component error counts to prioritize pipeline fixes.

A speech-recognition pipeline shows 9 times as many dev-set mistakes in the wake-word detector as in the speaker-id module. What should the team do next?

If one subsystem is responsible for 10 out of 100 validation mistakes, it should be the first area the team improves.

Reviewing 100 incorrect validation predictions and assigning each one to a pipeline _____ shows which step should be improved first.

Match each pipeline error-analysis term to its correct description.

Order the steps used to decide which pipeline component deserves improvement first.

Use component error counts to set improvement priorities.

Using component error counts to decide where to improve a document-processing pipeline.

Choose the component to improve when most dev-set mistakes come from one stage.