Semantic Layer as the Data Interface for LLMs - Querio
5 days ago · Technical Integration Methods for LLMs Building on this accurate process, Retrieval-Augmented Generation (RAG) provides a bridge between LLMs and structured data through …
The Secret to More Accurate LLMs Isn’t Data—It’s Metadata
Apr 23, 2024 · As I’ve written about previously, before jumping into gen AI and large language models (LLMs), you need to ensure your data fundamentals are in place. This includes making …
How to Enrich LLM Context to Significantly Enhance Capabilities
Sep 16, 2025 · In this article, I discuss how you can add additional metadata to your LLMs, to greatly improve performance. Image by ChatGPT. LLMs are trained with an enormous corpus …
LLMs for Metadata Management? Yes, and Here’s How. - LinkedIn
Aug 13, 2025 · LLMs won’t replace your data catalog—but they will automate the boring 80%: discovering assets, standardizing terms, tagging PII, summarizing lineage, and proposing …
The Secret to More Accurate, Intelligent LLMs: Metadata
Aug 1, 2024 · When building out a data platform, it’s essential to focus on tools that capture and utilize rich metadata. This includes data cataloging tools, data quality assessment frameworks, …
AI Data Preparation 101: A Complete Guide for AI Practitioners
Dec 8, 2025 · Learn how to prepare data for AI applications with this step-by-step guide. Covers collection, cleaning, transformation, validation, and optimization for RAG systems, fine-tuning, …
How do AI data platforms integrate with LLMs? - milvus.io
These platforms act as a bridge between raw data and the LLM’s requirements, ensuring data is properly formatted, cleaned, and structured for training or inference.
Extending Metadata with LLMs
Learn how LLMs can transform basic datasets into rich, interconnected knowledge bases without complex manual tagging. Raw data rarely tells the complete story. Even well-structured …
LLM Data Guide & 6 Methods of Collection - AIMultiple
Jul 19, 2025 · Comparing the six methods of obtaining data for LLMs. These are broad estimates, and they may differ for individual projects’ characteristics. We made these estimates based on …
Data Collection for Building LLMs: Methods, Tools & Challenges
Apr 2, 2025 · In this blog, we explore different data collection sources and tools, and help you navigate various challenges associated with data sourcing for LLM training. Let’s get started!