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Coders In Hoods

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Human Feedback at Scale

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1 · Human judgement at scale

1Designing human evaluations
2Agreement and disagreement among many raters
3Pairwise preferences and rankings

2 · Signals from real use

4Feedback from users
5Understanding usage at scale, privately

3 · Closing the loop with few labels

6Estimating quality from few labels
7Review queues and the dataset loop
Exercise answers
- Answer: Build a review queue and promote what it finds
- Answer: Measure what pre-labels do to your own labels

CapstoneBuild a feedback system for a support assistant Reference implementation

Answers Lesson 7: Review queues and the dataset loop

Step-by-step answer

Core 90–120 min8 steps

Build a review queue and promote what it finds

Back to the exercise

Previous answerActive sampling with inverse-probability weights Next answer Measure what pre-labels do to your own labels

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