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The Full Event Interpretation is presented: a new exclusive tagging algorithmused by the high-energy physics experiment Belle II. The experimental setup ofBelle II allows the precise measurement of otherwise inaccessible $B$ mesondecay-modes. The Full Event Interpretation algorithm enables many of thesemeasurements. The algorithm relies on machine learning to automaticallyidentify plausible $B$ meson decay chains based on the data recorded by thedetector. Compared to similar algorithms employed by previous experiments, theFull Event Interpretation provides a greater efficiency, yielding a largereffective sample size usable in the measurement.

The Full Event Interpretation -- An exclusive tagging algorithm for the Belle II experiment