Posts tagged with: NLP
Content related to NLP
LangExtract: LLM Text Structuring Made Easy
Discover LangExtract, a powerful Python library designed to transform unstructured text into structured data using Large Language Models (LLMs). This tool offers precise source grounding for extracted information, interactive visualizations, and flexible LLM support, including Gemini and Ollama. Whether you're working with clinical notes, reports, or literature, LangExtract simplifies complex data extraction tasks, enabling reliable results with just a few examples. Learn how to install, configure API keys, and leverage its capabilities for your projects, including handling long documents and visualizing extracted entities in an easy-to-understand HTML format.
Master Advanced RAG Techniques: A GitHub Repository
Dive into the world of Retrieval-Augmented Generation (RAG) with a comprehensive GitHub repository featuring advanced techniques. This resource provides practical implementations and tutorials covering foundational RAG, query enhancement, context enrichment, and advanced retrieval methods. Perfect for developers and researchers looking to elevate their RAG systems, it includes runnable scripts, detailed explanations, and integration examples with popular frameworks like LangChain and LlamaIndex. Explore cutting-edge approaches like Graph RAG, Self-RAG, and Corrective RAG, along with evaluation methodologies to fine-tune your AI applications. Join a vibrant community and contribute to this evolving knowledge hub for RAG innovation.