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MiniRAG: Simplified Retrieval Enhanced Generation Framework, Entity Graph Indexing Recalls Relevant Text Blocks-Chief AI Sharing Circle

MiniRAG: Simplified Retrieval Enhanced Generation Framework, Entity Graph Index Recall Relevant Text Blocks

Comprehensive Introduction MiniRAG is an extremely simple Retrieval Augmented Generation (RAG) framework that aims to enable good RAG performance even for small models through heterogeneous graph indexing and lightweight topology-enhanced retrieval. It is developed by the Hong Kong University Data Science Laboratory (HKUDS) and focuses on solving the Small Language Model (SLM...

Omni-RGPT: A Multimodal Grand Model for Image and Video Region-Level Understanding to Enhance Visual Content Analysis - Chief AI Sharing Circle

Omni-RGPT: A Multimodal Large Model for Image and Video Region-Level Understanding to Enhance Visual Content Analysis

Comprehensive Introduction Omni-RGPT is a multimodal large language model designed to enable region-level understanding of images and videos. By introducing the Token Mark technique, Omni-RGPT is able to highlight target regions in the visual feature space and embed these tokens directly through region cues (e.g., boxes or masks), while placing...

Bailing: a low-latency open source voice dialog assistant that easily realizes natural conversational communication - Chief AI Sharing Circle

Bailing: a low-latency open source voice dialog assistant that easily realizes natural conversational exchanges

Comprehensive Introduction Bailing (Bailing) is an open source voice conversation assistant designed to engage in natural conversations with users through speech. The project combines speech recognition (ASR), voice activity detection (VAD), large language modeling (LLM) and speech synthesis (TTS) technologies to achieve a GPT-4o-like speech...

AIEvo: An Efficient Framework for Creating Multi-Intelligence Collaborative Applications - Chief AI Sharing Circle

AIEvo: An Efficient Framework for Creating Multi-Intelligent Collaborative Applications

General Introduction AIEvo is Ant Group's open source multi-agent framework designed to efficiently create multi-agent applications. The framework strictly follows the SOP task graph to improve the execution success rate of complex tasks , and through feedback and monitoring mechanisms to ensure high flexibility and scalability.AIEvo has been verified in the Ant Group internal production environment ...

PPTAgent: automatic generation and evaluation of PPT presentations, document to PPT - Chief AI Sharing Circle

PPTAgent: automatic generation and evaluation of PPT presentations, document to PPT

General Introduction PPTAgent is an innovative system designed to automatically generate presentations from documents. The system draws on the human approach to creating presentations, using a two-step process to ensure content quality and visualization. In addition, PPTAgent introduces PPTEval, a comprehensive evaluation framework for generating presentations from within...

SemHash: Fast implementation of semantic text de-duplication to improve data cleaning efficiency

General Introduction SemHash is a lightweight and flexible tool for dataset de-duplication by semantic similarity. It combines the fast embedding generation of Model2Vec with the efficient ANN (Approximate Nearest Neighbor) similarity search of Vicinity.SemHash supports single dataset de-duplication (e.g., cleaning the training...

Cognita: an open-source framework for building modular RAG applications and rapidly testing diverse RAG strategies - Chief AI Sharing Circle

Cognita: An Open Source Framework for Building Modular RAG Applications and Rapidly Testing Diverse RAG Strategies

Comprehensive Introduction Cognita is an open source framework developed by TrueFoundry to simplify the development of RAG (Retrieval-Augmented Generation) based applications. The framework provides a structured, modular solution that makes it easy to move RAG technology from the prototype stage to production...

BotSharp: .NET-based multi-intelligence body AI should development and management platform - Chief AI Sharing Circle

BotSharp: .NET-based multi-intelligence body AI should development and management platform

Comprehensive Introduction BotSharp is an open source project based on .NET Core dedicated to providing a comprehensive AI chatbot platform building tool. It uses C# programming, supports cross-platform operation, and aims to simplify the application of machine learning algorithms, enabling enterprise-level developers to efficiently integrate AI into business systems...

OmAgent: an intelligent body framework for building multimodal smart devices-Chief AI Sharing Circle

OmAgent: an intelligent body framework for building multimodal smart devices

Comprehensive Introduction OmAgent is a multimodal intelligent body framework developed by Om AI Lab, aiming to provide powerful AI-powered features for smart devices. The project enables developers to create efficient, real-time interactive experiences on a wide range of smart devices by integrating state-of-the-art multimodal base models and intelligent body algorithms....

Memora: Building Humanized AI Memory Modules to Save and Update Information on Interactions with Humans - Chief AI Sharing Circle

Memora: building humanized AI memory modules to save and update information about interactions with humans

General Introduction Memora is an agent designed to replicate human memories for every personalized AI. It helps AIs remember details of past interactions, emotions, and shared experiences just like humans do through features like timestamped memories, emotion markers, and multimodal memories.Memora supports multi-tenancy and is capable of handling millions of users and cross...

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