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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.
Two-phase process of document retrieval using dense embeddings and LLM for answer formulation. Retrieval-augmented generation (RAG) is a two-phase process involving document retrieval and answer generation by a large language model. The initial phase uses dense embeddings to retrieve documents.
A large language model (LLM) is a type of machine learning model designed for natural language processing tasks such as language generation.LLMs are language models with many parameters, and are trained with self-supervised learning on a vast amount of text.
The Rag (club), alternative name for the Army and Navy Club in London; Ragioniere or rag., an Italian honorific for a school graduate in business economics; Retrieval-augmented generation, generative AI with the addition of information retrieval capabilities
Former Roblox headquarters, now occupied by Guidewire Software. Roblox Corporation (/ ˈ r oʊ b l ɒ k s / ROH-bloks) is an American video game developer based in San Mateo, California. Founded in 2004 by David Baszucki and Erik Cassel, the company is the developer of Roblox, which was released in 2006.
Prior generation (means it has a successor), 2D grid-based system, optimized for outdoor not indoor maps Cube 2 Engine: C++: 2004 CubeScript Yes 3D Windows, Linux, macOS: Cube 2: Sauerbraten: zlib: Efficient 6-directional height map based geometry (versus traditional Polygon soup model), hence the name Cube, FPS engine Dagor Engine: C++: 2017 ...
Information retrieval is the science [1] of searching for information in a document, searching for documents themselves, and also searching for the metadata that describes data, and for databases of texts, images or sounds. Automated information retrieval systems are used to reduce what has been called information overload. An IR system is a ...
Question answering systems in the context of [vague] machine reading applications have also been constructed in the medical domain, for instance related to [vague] Alzheimer's disease. [3] Open-domain question answering deals with questions about nearly anything and can only rely on general ontologies and world knowledge. Systems designed for ...