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LangChain is a software framework that helps facilitate the integration of large language models (LLMs) into applications. As a language model integration framework, LangChain's use-cases largely overlap with those of language models in general, including document analysis and summarization , chatbots , and code analysis .
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.
A language model is a model of natural language. [1] Language models are useful for a variety of tasks, including speech recognition, [2] machine translation, [3] natural language generation (generating more human-like text), optical character recognition, route optimization, [4] handwriting recognition, [5] grammar induction, [6] and information retrieval.
Retrieval (Polish: Z odzysku) is a 2006 Polish film directed by Sławomir Fabicki. It was Poland's submission to the 79th Academy Awards for the Academy Award for Best Foreign Language Film, but was not accepted as a nominee. [1] [2] It was also screened in the Un Certain Regard section at the 2006 Cannes Film Festival. [3]
The film stars Ashton Sanders, Tishuan Scott, Keston John, Bill Oberst Jr., Christine Horn and Alfonso Freeman. The film was released on April 2, 2014, by Variance Films. The film centers around Will, a Black boy during the American Civil War, and Nate— a Black Union soldier who is the target of bounty hunters.
Hybrid machine translation is a method of machine translation that is characterized by the use of multiple machine translation approaches within a single machine translation system. The motivation for developing hybrid machine translation systems stems from the failure of any single technique to achieve a satisfactory level of accuracy.
Some hybrid genres have acquired their own specialised names, such as comedy drama ("dramedy"), romantic comedy ("rom-com"), horror Western, and docudrama. A Dictionary of Media and Communication describes hybrid genre as "the combination of two or more genres", which may combine elements of more than one genre and/or which may "cut across ...
Learned sparse retrieval or sparse neural search is an approach to Information Retrieval which uses a sparse vector representation of queries and documents. [1] It borrows techniques both from lexical bag-of-words and vector embedding algorithms, and is claimed to perform better than either alone.