Online reviews are a cornerstone of modern consumerism, shaping purchasing decisions and influencing brand reputations. However, not all reviews are created equal. Many are genuine reflections of user experience, but a significant number are biased, either intentionally misleading or unintentionally skewed. Learning to identify these biased reviews