cyberneticlibrary

Extract entities from news articles

news-graph-extractworkflowsetup L21
kimkuhyun/mnnk525
What it does

Extract entities and relations from news batches

Best for

Building knowledge graphs from news corpora where entities and relationships must be structured for Neo4j ingestion.

Inputs
  • · [object Object]
Outputs
  • · [object Object]
Requires
  • · Claude API (sonnet/opus)
  • · Workflow tool
  • · Structured output schema
Preconditions
  • · Batch files created via export_batches.py
  • · Claude model selected
Failure modes
  • · Model extraction hallucination
  • · Schema validation failure
  • · Timeout on large batches
Trust signals
  • · Explicit schema enforcement (11 predicates)
  • · Evidence + confidence scoring
  • · Language-agnostic (Korean example)