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OpenBMB /UltraRAG

Star2.2k

UltraRAG v2: A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines

mcp openai easy gpt embedding rag sentence-transformers jina llm vllm qwen deepseek bge-m3 mcp-server mcp-client

UpdatedNov 29, 2025
Python

yuniko-software /bge-m3-qdrant-sample

Star24

A demonstration of hybrid search with reranking using Qdrant and BGE-M3 model. A showcase of dense and sparse retrieval combined with ColBERT reranking for optimal search results

sparse-vectors semantic-search rag dense-vectors vector-search vector-database colbert hybrid-search qdrant retrieval-augmented-generation bge-m3

UpdatedApr 4, 2025
Jupyter Notebook

yuniko-software /bge-m3-onnx

Star21

ONNX implementation of the BGE-M3 multilingual embedding model and tokenizer with native C#, Java, and Python implementations. Generates all three embedding types: dense, sparse, and ColBERT vectors.

python java machine-learning csharp dotnet tokenizer inference pytorch embedding-models onnx huggingface vector-database bge-m3

UpdatedNov 26, 2025
Jupyter Notebook

yucl80 /local-openai-api-service

Star8

LLM API Server , OpenAI 同时支持 ChatGLM3 ，Llama, Llama-3, Firefunction, Openfunctions ，BAAI/bge-m3 ,bge-large-zh-v1.5

function firefunctions openai-api llamacpp functionary chatglm3 chatglm3-6b llama3 bge-m3

UpdatedSep 15, 2024
Python

EliasK93 /BGE-M3-and-Gemma-2-for-retrieval-augmented-generation

Star2

Example application for using the BGE-M3 embedding model and Google's Gemma-2-9B-Instruct generation model in a LangChain-based RAG pipeline to answer Lord of the Rings trivia questions

nlp rag langchain langchain-python bge-m3 gemma-2

UpdatedSep 12, 2024
Python

Tsai1030 /Langchain-ReAct-Agent

Star1

react agent chatbot rag openai-api chromadb bge-m3

UpdatedJul 6, 2025
Python

Ricardouchub /Portfolio-RAG-Assistant

Star1

Asistente RAG que ingiere la carpeta de proyectos local, construye un índice en ChromaDB con embeddings avanzados BGE‑M3 y responde preguntas a través de un LLM DeepSeek.

langchain chromadb deepseek rag-chatbot bge-m3

UpdatedNov 10, 2025
Python

002meet /rag-teaching-assistant

Star0

An intelligent Retrieval-Augmented Generation (RAG) system that helps students find answers within video lectures using semantic search and LLMs (Ollama/GPT). Automatically extracts subtitles, generates embeddings, retrieves relevant clips, and provides context-aware answers with timestamps.

python openai rag ollama bge-m3 gpt-4o-mini

UpdatedNov 10, 2025
Python

Pinsuda-K /rag-game-patch-th

Star0

Hybrid RAG for Thai ROV patch notes: normalize diffs → hybrid retrieve (BM25 + dense in Chroma, MMR, optional bge reranker) → citation-first answers via FastAPI with OpenAI/Ollama generators. | ระบบ RAG ภาษาไทยสำหรับแพตช์โน้ต ROV

nlp gaming web-scraping openai thai mmr rov bm25 garena e5 reranker fastapi playwright sentence-transformers cross-encoder chromadb retrieval-augmented-generation ollama bge-m3

UpdatedOct 9, 2025
Python

yachiashen /DeFake-ZH

Star0

Chinese Fake News Detection based on MacBERT

python nlp machine-learning news deep-learning word2vec mlp fake-news gradio bert ltp text2vec nli macbert bge-m3

UpdatedAug 25, 2025
Python

approximated-intelligence /embedding-distillation

Star0

Train a pooling Head for Dense Embeddings

torch pytorch transformer bert bert-model bert-embeddings ettin bert-fine-tuning huggingface-transformers huggingface-datasets bge-m3

UpdatedSep 4, 2025
Python

neuterlee /buscador_narrador

Star0

Herramientas para procesar datos de desaparecidos: anonimización de narrativas con IA. Búsqueda semántica de casos similares mediante embeddings de texto (BGE-M3).

bge-m3

UpdatedApr 15, 2025
Jupyter Notebook

kiraware /siakadu-bot

Star0

Telegram chatbot FAQ untuk membantu mahasiswa Universitas Lampung mengakses informasi Siakadu menggunakan semantic search (BGE-M3 + FAISS).

python chatbot faq telegrambot bge-m3

UpdatedAug 28, 2025
Python

justin-aj /multimodal-answer-engine

Star0

Multimodal Answer Engine which generates answers with images and text. Uses only open source models with vllm inferencing with eagle speculative decoding.

python vlm milvus vllm bge-m3 crawl4ai qwen3-vl

UpdatedNov 29, 2025
Python

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bge-m3

Here are 14 public repositories matching this topic...

OpenBMB /UltraRAG

yuniko-software /bge-m3-qdrant-sample

yuniko-software /bge-m3-onnx

yucl80 /local-openai-api-service

EliasK93 /BGE-M3-and-Gemma-2-for-retrieval-augmented-generation

Tsai1030 /Langchain-ReAct-Agent

Ricardouchub /Portfolio-RAG-Assistant

002meet /rag-teaching-assistant

Pinsuda-K /rag-game-patch-th

yachiashen /DeFake-ZH

approximated-intelligence /embedding-distillation

neuterlee /buscador_narrador

kiraware /siakadu-bot

justin-aj /multimodal-answer-engine

Improve this page

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