Query Expension for Better Query Embedding using LLMs
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Feb 18, 2025 - Python
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jina-embeddings
Here are 21 public repositories matching this topic...
Embedding Inversion via Conditional Masked Diffusion: recover original text from embedding vectors using parallel denoising. Live demo + training pipeline + technical report.
nlp deep-learning pytorch text-embeddings text-reconstruction privacy-attack masked-diffusion jina-embeddings diffusion-language-model vec2text embedding-inversion embedding-privacy embedding-attack adaln qwen3-embedding
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Mar 7, 2026 - Python
The repo provides the code for Qdrant for efficient image indexing and retrieval using models such as ColPali, ColQwen, and VDR-2B-Multi-V1, jina embeddings v4 etc enhancing multimodal search capabilities across various applications.
vlm rag qdrant jinaai qdrant-vector-database llamaindex colpali colqwen2 vdr-2b-multi-v1 jina-embeddings
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Jan 2, 2026 - Python
Self-hosted MCP server for hybrid semantic code search and repository intelligence.
csharp roslyn dotnet mcp postgresql self-hosted code-search openai developer-tools semantic-search vector-search git-tracker hybrid-search ai-agent pgvector local-ai model-context-protocol mcp-server jina-embeddings code-indexing
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Jan 31, 2026 - C#
Intelligent arXiv paper discovery engine with hybrid BM25+vector search and agentic RAG: fetch, index, and interrogate AI research papers using a lightweight state-machine pipeline, OpenSearch, and local LLMs.
python arxiv opensearch rag fastapi vector-search hybrid-search research-tools llm retrieval-augmented-generation ollama langfuse agentic-ai jina-embeddings paper-discovery
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Apr 12, 2026 - Python
A Model Context Protocol (MCP) server that provides semantic search over AWS Cloudscape Design System documentation.
python search documentation embeddings semantic-search ai-agents cloudscape-design lancedb model-context-protocol mcp-server jina-embeddings
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Nov 27, 2025 - Python
Docs.AI RAG Chatbot is an advanced application designed to revolutionize document interactions through AI-driven capabilities.
django python3 groq langchain retrieval-augmented-generation ollama llama3 nomic-embed-text jina-embeddings
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Aug 23, 2025 - Python
A real-time news chatbot application built with modern web technologies. It delivers intelligent, AI-powered responses, supports multiple chat sessions with persistent history, and provides a responsive, user-friendly interface across devices.
reactjs api-rest node-js postgresql-database redis-cache express-js scss-framework axios-react prisma-orm qdrant-vector-database jina-embeddings
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Sep 18, 2025 - JavaScript
A Node.js REST API that powers a RAG-based chatbot, handling data ingestion, vector search, and LLM-powered responses.
nodejs redis express backend rest-api chatbot full-stack data-ingestion rag qdrant jina-embeddings gemini-api-chatbot
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Sep 18, 2025 - JavaScript
End-to-End Python implementation of Beck et al.'s (2025) economic sentiment analysis framework for constructing a high-frequency economic sentiment indicator using 1024-dimensional Jina embeddings and LLM-generated training data. Features L2-regularized classification and rigorous POOS econometric validation with DM-HAC tests for GDP forecasting.
python nlp sentiment-analysis reproducible-research tensorflow scikit-learn transformers weak-supervision econometrics statsmodels computational-economics synthetic-data time-series-forecasting regularized-regression financial-modeling privacy-preserving-ml llm claude-ai jina-embeddings
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Nov 8, 2025 - Jupyter Notebook
A complete web data Retrieval-Augmented Generation (RAG) pipeline built with TypeScript and Bun that scrapes news articles using Selenium, embeds them with Jina's cloud embeddings API, and stores semantic vectors in Qdrant vector database for fast similarity search and AI-powered applications.
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Sep 25, 2025 - TypeScript
A decentralized protocol for authenticating AI-generated content — blending blockchain proofs, IPFS storage, and semantic AI embeddings to establish verifiable authorship trails.
ai ipfs smart-contracts blockchain web3 nft hardhat pinata decentralised-identity chromadb nextjs15 jina-embeddings sepolia-testnet proof-of-prompt ai-authorship
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Oct 25, 2025 - TypeScript
Backend for a RAG-powered news chatbot providing real-time AI responses, semantic search, and news retrieval using Node.js, Socket.IO, PostgreSQL, Redis, and Qdrant.
redis-server node-js redis-cache express-js vector-database sematic-search qdrant-vector-database rag-pipeline retrival-augmented-generation jina-embeddings
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Sep 18, 2025 - JavaScript
Oh My Repos: Semantic search for GitHub starred repositories.
python github-api information-retrieval ai mcp embeddings openai developer-tools semantic-search bm25 reranking vector-search streamlit vector-database hybrid-search qdrant llm ollama mcp-server jina-embeddings
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Nov 22, 2025 - Python
A full-stack chatbot that answers queries over recent news using Retrieval-Augmented Generation (RAG).
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May 17, 2025 - JavaScript
Sec2ndBrain transforms your digital life into a chat-ready RAG knowledge base. Powered by Groq and Jina AI, you can instantly talk to your saved notes, YouTube videos, and Tweets.
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Apr 11, 2026 - TypeScript
🌐 Enable seamless semantic search over AWS Cloudscape documentation for AI agents and coding assistants with this efficient MCP server.
python search documentation embeddings semantic-search ai-agents cloudscape-design lancedb model-context-protocol mcp-server jina-embeddings
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Apr 21, 2026 - Python
Advanced High-Fidelity RAG pipeline featuring Agentic Hierarchy Parsing for structural correction and Context-Sensitive Late Chunking for preserving document context.
python nlp transformers embeddings bm25 rag hybrid-search document-parsing chromadb qwen agentic-ai late-chunking jina-embeddings
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Feb 22, 2026 - Python
Demonstration of integration of Nvidia GPUs with Elasticsearch
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Feb 9, 2026 - Jupyter Notebook
🛠 Reconstruct original text from text embeddings using conditional masked diffusion to reveal reversible embedding representations efficiently and accurately
nlp deep-learning pytorch text-embeddings text-reconstruction privacy-attack masked-diffusion jina-embeddings diffusion-language-model vec2text embedding-inversion embedding-privacy embedding-attack adaln qwen3-embedding
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Apr 21, 2026 - Python
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