information-retrieval

LitePali is a minimal, efficient implementation of ColPali for image retrieval and indexing, optimized for cloud deployment.

Advanced document extraction and chunking techniques for retrieval augmented generation that is aware of the layout of documents. Increases knowledge retrieval accuracy and provides control for retrieved knowledge context management

🧠 Active memory management system enabling functional infinite context for LLMs through cognitive workspace architecture

Deep research skill for AI agents: live web research, source reputation checks, safer URL fetches, and structured evidence feedback.

code and data to faciliate BERT/ELECTRA for document ranking. Details refer to the paper - PARADE: Passage Representation Aggregation for Document Reranking.

A High-Efficiency System of Large Language Model Based Search Agents

Official repository of the kANNolo library.

Cloud-native vector similarity search and storage with efficient, serverless scale-out

Search Git commits in natural language

Quranic Lexical/Semantic Search

Python SDK for interacting with the Moorcheh Semantic Search API v1. Moorcheh provides ultra-fast, highly accurate vector similarity search and analysis capabilities based on information-theoretic principles.

A Flexible Toolkit for Dense Retrieval

YiShape Vector Database is a specialized vector database management system and application assistance system for new artificial intelligence applications such as large language models, natural language processing, and image retrieval.

Needle simplifies building RAG pipelines.

MODA: open fashion retrieval benchmark and models by Hopit AI. MODA (203M, open source), MODA Pro Lite (213M, open weights), MODA Pro (hosted). Full-corpus benchmarks vs FashionSigLIP, SigLIP-SO400M and ZooClaw — one harness, losses shown. #1 open model on LookBench.

QA Bot for Hugging Face documentation to accelerate development within the ecosystem.

LangChain, Llama2-Chat, and zero- and few-shot prompting are used to generate synthetic datasets for IR and RAG system evaluation

On-device Speech-to-Index engine powered by deep learning

🏆 AI Procurement Assistant - Google Cloud Sweden Hackathon Winner. Natural language search for retail buyers using Superlinked semantic search.

Graphlit Platform