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Evaluating Stochastic Rankings with Expected Exposure

Evaluating Stochastic Rankings with Expected Exposure

We introduce the concept of expected exposure as the average attention ranked items receive from users over repeated samples of the same query. Furthermore, we advocate for the adoption of the principle of equal expected exposure: given a fixed information need, no item should receive more or less expected exposure …