Abbreviation ambiguity poses significant challenges when searching academic literature. This study evaluated the accuracy of clustering algorithms on imbalanced datasets with varying ratios of target groups. A corpus consisting of 1052 papers focused on the study of abbreviations. https://www.goodvibesbadhabiters.shop/product-category/ankle-and-wrist-cuffs/