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Retrieval-augmented generation (RAG) is a technique that grants generative artificial intelligence models information retrieval capabilities. It modifies interactions with a large language model (LLM) so that the model responds to user queries with reference to a specified set of documents, using this information to augment information drawn from its own vast, static training data.
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In words, [| ~ ()] is the log-likelihood of outputting , if the model first encodes the input into the vector (), then prepend the vector with the "prefix vector" ~, then apply . For prefix tuning, it is similar, but the "prefix vector" Z ~ {\displaystyle {\tilde {Z}}} is pre-appended to the hidden states in every layer of the model.
The editorial core group includes editor Thorne Dreyer, who was the original "Funnel" of The Rag in 1966; Sarito Carol Neiman, who co-edited The Rag and later was a major figure in SDS and editor of New Left Notes; former Rag staffers Mariann Wizard and Alice Embree (who also worked with New York's Rat and was active in the Women's liberation ...
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Core Python Programming is a textbook on the Python programming language, written by Wesley J. Chun. The first edition of the book was released on December 14, 2000. [1] The second edition was released several years later on September 18, 2006. [2] Core Python Programming is mainly targeted at higher education students and IT professionals. [3]
The Armageddon Rag is a 1983 mystery/fantasy novel by American author George R. R. Martin, first co-published in hardcover by both Poseidon Press and The Nemo Press. The novel contains subdued and hidden fantasy elements and is structured in the form of a murder mystery; [1] it is also a meditation on the rock music era of the 1960s (and its associated culture) and what became of both by the ...
An only child, Dreyer was born in Houston, Texas, on August 1, 1945, the son of Martin Dreyer and Margaret Lee Webb.He attended Bellaire High School, where he studied theater with noted teacher and director Cecil Pickett – who later taught at the University of Houston and whose students included actors Dennis and Randy Quaid and Cindy Pickett.