Before revision:  The experiments are conducted on a newly curated evaluation suite, S2-VLUE, with a novel metric measuring VILA awareness and a new dataset covering 19 scientific disciplines with gold annotations . Pre-trained weights, benchmark datasets, and source code will be available at URL
After revision:  The experiments are conducted on a newly curated evaluation suite, S2-VLUE, with a novel metric measuring classification uniformity within visual groups and a new dataset covering 19 scientific disciplines with gold annotations . Pre-trained weights, benchmark datasets, and source code will be available at URL