Low-quality data makes a robot model worse unless you tell the model the data is low quality; labelled as such, the same data makes it better.

without metadata prompting when you add lower quality data from 80% data to 100% data the performance actually decreases which is perhaps not too surprising because you're adding lowquality data to your data mixture whereas with the metadata prompting the performance actually increases when you add that lowquality data