Ensemble of multiple binary classifiers vs using a single multiclass classifer

Hi, I wanted to ask if anyone tried ensembing multiple binary classifiers and compared it with a single multiclass classifier for a dataset with less number of classes.
If yes what were the results, were there some interesting findings, Is this technique useful for improving accuracy, please attach any sources or links if possible.

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