We tested the performance of our model with varying beam sizes and image counts. The experiment is performed on Swin-L with an image size of 224 model using ours model from the last section. A grid search was applied to beam size, number of image inputs, alpha (the penalty for beam search mentioned in Eq. 2), and temperature for Softmax. The results are depicted in Figure . For each hyperparameter set, we iterate through all the molecule IDs and for each ID, we select 200 combinations, with each randomly selecting a designated number of images without replacement and get the average accuracy 2 .