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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.
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 .
GraphRAG with a knowledge graph combining access patterns for unstructured, structured, and mixed data GraphRAG [ 40 ] (coined by Microsoft Research ) is a technique that extends RAG with the use of a knowledge graph (usually, LLM-generated) to allow the model to connect disparate pieces of information, synthesize insights, and holistically ...
Rule-based or agent-based tool selection determines the access pattern to use: a) Search - text from the lexical graph is searched using keyword, full-text, or vector similarity search b) Search + pattern match - following a search, graph pattern matching is used to expand the context of the text with structured data that can also be used for ...
In knowledge representation and reasoning, a knowledge graph is a knowledge base that uses a graph-structured data model or topology to represent and operate on data. Knowledge graphs are often used to store interlinked descriptions of entities – objects, events, situations or abstract concepts – while also encoding the free-form semantics ...
For chords, a letter above or below the tablature staff denotes the root note of the chord, chord notation is also usually relative to a capo, so chords played with a capo are transposed. Chords may also be notated with chord diagrams. Examples of guitar tablature notation: The chords E, F, and G as an ASCII tab:
ASCII tab is a text file format used for writing guitar, bass guitar and drum tabulatures (a form of musical notation) that uses plain ASCII numbers, letters and symbols. It is the only widespread file format for representing tabulature, and is extensively used for disseminating tabulature via the Internet.
The ChordPro (also known as Chord) format is a text-based markup language for representing chord charts by describing the position of chords in relation to the song's lyrics. ChordPro also provides markup to denote song sections (e.g., verse, chorus, bridge), song metadata (e.g., title, tempo, key), and generic annotations (i.e., notes to the ...