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The Objective Revision Evaluation Service (ORES) is a web service running in Wikimedia Labs that provides machine learning as a service for Wikimedia Projects. (https://ores.wmflabs.org/). You can read more here.

The damage model was trained on human judgement to predict damaging edits. Remember that not all damaging edits are bad-faith.(https://meta.wikimedia.org/wiki/ORES/damaging)

We explored the bias that ORES' damage detection models have against anonymous editors in Wikipedia. We did a statistical analysis to show that the bias is extreme and then changed our modeling strategy to minimize the bias re-measured the effects.

Thanks Aaron for the supervision!

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Evaluating ORES Models

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