Figure 1 and 2 shows that JoBi not only consistently performs the best over the entire range of parameters, but also delivers a performance improvement that is especially large when the batch size or the negative ratio is small.
it should be noted that on FB15K-237, all JoBi models outperform all the baseline models, regardless of the base model used.