Search Results

Manu: A Cloud Native Vector Database Management System

1 code implementation28 Jun 2022

In the past three years, through interaction with our 1200+ industry users, we have sketched a vision for the features that next-generation vector databases should have, which include long-term evolvability, tunable consistency, good elasticity, and high performance.

Databases

When Large Language Models Meet Vector Databases: A Survey

1 code implementation30 Jan 2024

This survey explores the synergistic potential of Large Language Models (LLMs) and Vector Databases (VecDBs), a burgeoning but rapidly evolving research area.

Hallucination Information Retrieval +2

Bhakti: A Lightweight Vector Database Management System for Endowing Large Language Models with Semantic Search Capabilities and Memory

1 code implementation2 Apr 2025

With the rapid development of big data and artificial intelligence technologies, the demand for effective processing and retrieval of vector data is growing.

Databases H.3.3; H.3.4; I.2.7

V3CTRON | Data Retrieval & Access System For Flexible Semantic Search & Retrieval Of Proprietary Document Collections Using Natural Language Queries.

3 code implementations Social Science Research Network (SSRN) 2023

V3CTRON is an open source vector database that allows users to upload text based documents & document collections, which are automatically embedded for super-accurate semantic search & retrieval using natural language queries.

Conversational Search Information Retrieval +2

A System for Comprehensive Assessment of RAG Frameworks

1 code implementation10 Apr 2025

However, existing evaluation frameworks fail to provide a holistic black-box approach to assessing RAG systems, especially in real-world deployment scenarios.

RAG Retrieval

The Faiss library

1 code implementation16 Jan 2024

Vector databases typically manage large collections of embedding vectors.

Accelerating Large-Scale Inference with Anisotropic Vector Quantization

4 code implementations ICML 2020

Based on the observation that for a given query, the database points that have the largest inner products are more relevant, we develop a family of anisotropic quantization loss functions.

Benchmarking Quantization

Billion-scale similarity search with GPUs

14 code implementations28 Feb 2017

Similarity search finds application in specialized database systems handling complex data such as images or videos, which are typically represented by high-dimensional features and require specific indexing structures.

Image Similarity Search Quantization

Translating Embeddings for Modeling Multi-relational Data

8 code implementations NeurIPS 2013

We consider the problem of embedding entities and relationships of multi-relational data in low-dimensional vector spaces.

Link Prediction