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.jmannino.com/flash-price-Left-Brake-Lever-for-the-Realtree-RT100-Mini-Bike-save-big/