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BERT pioneered an approach involving the use of a dedicated [CLS] token prepended to the beginning of each sentence inputted into the model; the final hidden state vector of this token encodes information about the sentence and can be fine-tuned for use in sentence classification tasks. In practice however, BERT's sentence embedding with the ...
Modern methods use a neural classifier which is trained on word embeddings, beginning with work by Danqi Chen and Christopher Manning in 2014. [20] In the past, feature-based classifiers were also common, with features chosen from part-of-speech tags, sentence position, morphological information, etc.
A major sentence is a regular sentence; it has a subject and a predicate, e.g. "I have a ball." In this sentence, one can change the persons, e.g. "We have a ball." However, a minor sentence is an irregular type of sentence that does not contain a main clause, e.g. "Mary!", "Precisely so.", "Next Tuesday evening after it gets dark."
Elaborate Bytes, the Swiss software development company behind CloneDVD; The Elaborate Entrance of Chad Deity, a 2009 play by Kristoffer Diaz; Operation Elaborate, the codename of the 2022 iSpoof fraud investigation; Elaborative interrogation, the use of explanations to help remember information; Elaborative encoding, a different mnemonic system
This sentence was constructed by Noam Chomsky as an illustration that phrase structure rules are capable of generating syntactically correct but semantically incorrect sentences. Phrase structure rules break sentences down into their constituent parts. These constituents are often represented as tree structures (dendrograms). The tree for ...
Important features of natural language syntax such as agreement and reference are not part of the context-free grammar, but the basic recursive structure of sentences, the way in which clauses nest inside other clauses, and the way in which lists of adjectives and adverbs are swallowed by nouns and verbs, is described exactly.
It uses a mix of short and long sentences. The short sentences serve as "breathing grounds" for readers to digest information and the long sentences serve as an elaboration of two concepts: informal and formal logic. It uses simple words whenever possible. It focuses on describing the two concepts of logic and really digs down on it.
There used to be a tendency to use elaborate constructions, including long sentences and a larger-than-necessary lexicon; this was often a form of mild social exclusion and a way for writers to claim wide knowledge of the language. Regrettably, this practice is still evident in many languages.