UltraRAG 2.0: Less Code, Lower Barrier, Faster Deployment! MCP-based low-code RAG framework, enabling researchers to build complex pipelines to creative innovation.

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

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

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.

Chinese Fake News Detection based on MacBERT

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

Train a pooling Head for Dense Embeddings

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