It's because of the loss of the model. I ask the model to produce a higher similarity between the query and the positive document rather than between the query

It's because of the loss of the model. I ask the model to produce a higher similarity between the query and the positive document rather than between the query and the negative document. I'll add more losses soon so there are more choices