[KongchangAI]
ConceptText Representation

Text Representation

In natural language processing, the representation of text (words, subwords, or sentences) as dense vectors in a high-dimensional vector space. These vectors encode semantic and syntactic information through geometric relationships, enabling models to perform matrix operations and attention aggregation on numerical structures rather than processing raw text directly.

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Oct 14

LLMs operate on numerical representations of text rather than reading the original text word by word like humans, so stylistic information (tone, rhetoric, copyright notices) is largely diluted during vectorization.

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