II.
Topic JSON
Structured · livetopic:hallucination-mitigation
Hallucination Mitigation json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "topic:hallucination-mitigation",
"_kind": "Topic",
"_file": "domain/topics/topics-expanded.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Hallucination Mitigation",
"description": "Techniques for reducing and detecting LLM hallucinations — retrieval-\naugmented generation, constrained decoding, citation grounding, self-\nconsistency checks, and human-in-the-loop verification workflows that\nincrease factual reliability in AI-generated content.\n"
},
"outgoingEdges": [
{
"from": "topic:hallucination-mitigation",
"to": "domain:ml-ai",
"kind": "belongs_to_domain"
}
],
"incomingEdges": []
}