Flat Taxonomy
Single-level classification with LLM inference for simple category assignment
Why do anything?
Documents need categorization for filtering and organization. Manual labeling doesn't scale.
Why now?
AI enables automatic classification. Users expect organized, filterable content.
Why this feature?
Flat taxonomy assigns single-level categories using LLM inference. Supports predefined categories or auto-discovery.
How It Works
Flat taxonomy provides single-level classification using LLM inference.
1
Content Extraction
Extract relevant content for classification
2
LLM Inference
LLM selects category from predefined set
3
Score Assignment
Assign confidence score to classification
4
Enrichment
Add category to document payload
Why This Approach
LLM inference enables nuanced understanding. Flat structure is simple to manage and query.