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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
Exercise answers
- Answer: Measure four feedback signals and correct a satisfaction rate
- Answer: Wire feedback to traces in a live help-centre stub
5Understanding usage at scale, privately

3 · Closing the loop with few labels

6Estimating quality from few labels
7Review queues and the dataset loop

CapstoneBuild a feedback system for a support assistant Reference implementation

Answers Lesson 4: Feedback from users

Step-by-step answer

Stretch 90–120 min8 steps

Wire feedback to traces in a live help-centre stub

Back to the exercise

Previous answerMeasure four feedback signals and correct a satisfaction rate Next answer Build and validate a privacy-preserving topic map

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