Data Normalization

2 items

ARTICLEDEV.to AI·27d ago

When AI Encounters Non-Standard Data: Why Structured Normalization Becomes Necessary

This article explains that AI struggles with non-standardized data, leading to misinterpretations of information like timelines or attributions. This issue arises because AI processes data fragments statistically, often overlooking structural nuances that humans perceive, making consistent data crucial for accurate AI outputs.

structured data AI Challenges Data Normalization data interpretation

ARTICLEDEV.to AI·11d ago

The Real Work in Graph RAG Is Not Extraction

The real challenge in Graph RAG is not data extraction but normalization to ensure graph navigability. The author discovered this when building a knowledge graph for 2asy.ai, where inconsistent naming of entities and relation types rendered the graph unusable despite successful extraction.

Graph RAG Knowledge Graphs NLP AI pipelines