| The value of "alpha" adds a constant amount to the occurrence counters of features, ensuring that even unobserved feature values have a non-zero probability. Smaller values of "alpha" result in weaker smoothing, while larger values increase the level of smoothing. The default value is 1.0, which applies Laplace smoothing, but it can be adjusted based on the model's requirements. |