How to publish multiples reports with same dataset?

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I'm trying to have multiples reports with same dataset in a single workspace with Power BI. I know I have to use "Power BI dataset" in Power BI Desktop. But every time I publish, it creates a direct query new dataset instead of use the previous one.

Any idea?

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In the Power BI Service, you can click on the ellipsis of the dataset and Create report. enter image description here