👉 The "Weapon Formula" is a mathematical model used in the field of computational linguistics and natural language processing to predict the likelihood of a word appearing in a given context, such as a sentence or a paragraph. It is based on the idea that words frequently co-occur in language and can be represented as a probability distribution. The formula typically involves a combination of n-gram features, such as the preceding and following words, along with statistical parameters that capture the frequency of these n-grams in a large corpus of text. By calculating the probability of a target word given its context, the Weapon Formula helps in tasks like text classification, information retrieval, and language modeling.
