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This process will be sped up if creating sentences using multiple words from the list to construct sentences like "They think it is time to go" - "Ellos piensan que es hora de irse" in Spanish for instance. It is important to learn words in a given context and will make the words easier to remember.
The posterior fusiform gyrus responds to words and non-words, regardless of their semantic context. [14] The anterior fusiform gyrus is affected by the semantic context, and whether letter combinations are words or pseudowords (novel letter combinations that mimic phonetic conventions, ex. shing).
The CBOW can be viewed as a ‘fill in the blank’ task, where the word embedding represents the way the word influences the relative probabilities of other words in the context window. Words which are semantically similar should influence these probabilities in similar ways, because semantically similar words should be used in similar contexts.
Some words, by their structure, can suggest extended forms that may turn out to be contentious (e.g. lesbian and transgender imply the longer words lesbianism and transgenderism, which are sometimes taken as offensive for seeming to imply a belief system or agenda). For additional guidance on -ist/-ism terms, see § Contentious labels, above.
The underlying hypothesis of this approach is that, words are semantically similar if they appear in similar documents, with in similar context windows, or in similar syntactic contexts. [3] Each occurrence of a target word in a corpus is represented as a context vector. These context vectors can be either first-order vectors, which directly ...
Context effect: That cognition and memory are dependent on context, such that out-of-context memories are more difficult to retrieve than in-context memories (e.g., recall time and accuracy for a work-related memory will be lower at home, and vice versa). Cross-race effect
The view of meaning expressed by the context principle is sometimes called semantic contextualism. This view need not be contrasted with the view that the meanings of words or expressions can (or must) be determined prior to, and independently of, the meanings of the propositions in which they occur, which is often referred to as the principle ...
A weighted context-free grammar (WCFG) is a more general category of context-free grammar, where each production has a numeric weight associated with it. The weight of a specific parse tree in a WCFG is the product [7] (or sum [8]) of all rule weights in the tree. Each rule weight is included as often as the rule is used in the tree.