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.lightemupsequences.com/special-pick-CHROME-HEARTS-HORSE-SHOE-LOGO-TANK-TOP-WHITE-best-find/