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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
Exercise answers
- Answer: Run a small internal arena for three prompt versions

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

CapstoneBuild a feedback system for a support assistant Reference implementation

Answers Lesson 3: Pairwise preferences and rankings

Step-by-step answer

Core 90 min8 steps

Run a small internal arena for three prompt versions

Back to the exercise

Previous answerAggregate labels with Dawid–Skene Next answer Measure four feedback signals and correct a satisfaction rate

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