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DefinitionThis code implements the proposition chunking method, based on research from Tony Chen, et. al.. The system break downs the input text into propositions that are atomic,...
DefinitionWelcome to the future, where concepts like artificial intelligence and machine learning have left the realm of science fiction books and movies and entered our reality!...
DefinitionCybersecurity is a primary concern today and is evolving in the face of digital contactless payment systems, accelerated business transformation, new multi-channel experiences, and people working...
DefinitionThis code implements three query transformation techniques to enhance the retrieval process in Retrieval-Augmented Generation (RAG) systems: Query Rewriting Step-back Prompting Sub-query Decomposition Each technique aims...
DefinitionThis tutorial introduces GroUSE, a framework for evaluating Retrieval-Augmented Generation (RAG) pipelines, focusing on the final stage: Grounded Question Answering (GQA). It demonstrates how to use...
DefinitionThis system implements a Retrieval-Augmented Generation (RAG) approach with an integrated feedback loop. It aims to improve the quality and relevance of responses over time by...
DefinitionRAPTOR is an advanced information retrieval and question-answering system that combines hierarchical document summarization, embedding-based retrieval, and contextual answer generation. It aims to efficiently handle large...
DefinitionPeople seem to think there is some magical ingredient needed to become an expert at AI and machine learning. After all, AI promises to revolutionize entire...
DefinitionThis is the age of Artificial Intelligence and machine learning. Although we haven’t reached the point where we have sentient human-like computers (yet) so often featured in...
DefinitionRecursive Neural Networks (RvNNs) are deep neural networks used for natural language processing. We get a Recursive Neural Network when the same weights are applied recursively on a...
DefinitionRelevant segment extraction (RSE) is a method of reconstructing multi-chunk segments of contiguous text out of retrieved chunks. This step occurs after vector search (and optionally...
