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You are completely right, imbalance of labels does have an impact on ranking problems and people are using techniques to counter it. The example in your notebook applies list-wise gradient boosting. Since pairwise ranking can be made list-wise by injecting the NDCG into the gradient, I will focus on pair-wise rank loss for the argument. I will base myself on ...

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