Allow gorm's Where() to take in maps of maps that are automatically converted into subqueries
Parses particular queries form a SQL file.
Compare 4 RAG query transformation techniques side by side — Rewrite, Multi-Query, Step-Back and HyDE
Transformer attention, worked through numerically; from self-attention and RoPE to KV cache, MQA, and GQA.
A Streamlit app for querying and comparing responses from multiple Language Models (ChatGPT, Claude, Llama 3, Gemma) simultaneously.
Advanced Multi-Query RAG implementation with Spring Boot 4 & Spring AI 2.0. Enhances retrieval accuracy by generating diverse query variations via LLMs against PostgreSQL pgvector. Features Java 21 and structured outputs
Sistema RAG local desarrollado con LangChain, Ollama y FAISS para indexar documentos PDF y responder consultas utilizando únicamente el contexto recuperado. Incluye embeddings locales con BGE-M3, generación con Llama 3.2, expansión de consultas Multi-Query y trazabilidad con LangSmith.
Agentic RAG for financial document analysis. Hybrid retrieval (BM25 + FAISS + multi-query + FlashRank rerank) and a LangChain ReAct agent, with RAGAS quantitative evaluation (faithfulness 0.20 → 0.60).
Retrieval-Augment Generation with Citation
CRNRSTN Suite :: An Open Source PHP Class Library to both facilitate, augment, and enhance basic operations of code base for an application across multiple hosting environments. With this tool, data and functionality possessing characteristics which inherently create distinctions from one environment to the next can be managed from one place.
4 LangChain advanced retrieval strategies — Vector Store, Multi-Query, Self-Querying & Parent Document retrievers using IBM Watsonx for smarter context-aware search
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