Counterfactual Voting Adjustment fits an answer-level logistic voting model and averages over rank and prior-vote distributions to estimate quality, yielding rankings that align better with GPT-4o helpfulness judgments than vote counts or CVP on most StackExchange communities.
Quantifying voter biases in online platforms: An instrumental variable approach
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Counterfactual Voting Adjustment for Quality Assessment and Fairer Voting in Online Platforms with Helpfulness Evaluation
Counterfactual Voting Adjustment fits an answer-level logistic voting model and averages over rank and prior-vote distributions to estimate quality, yielding rankings that align better with GPT-4o helpfulness judgments than vote counts or CVP on most StackExchange communities.