Q003-S03 — Hallucination Taxonomy — Search Log¶


Research	R0048 — Corporate AI Training
Run	2026-03-29
Query	Q003 — Hallucination Training
Search	S03

Summary¶

Field	Value
Source/Database	Web search (targeted: academic taxonomy, NIST)
Query terms	Multiple: "arxiv hallucination spectrum taxonomy LLM types severity"; "NIST AI risk management framework confabulation"
Filters	None
Results returned	20 (across 2 searches)
Results selected	2
Results rejected	18

Selected Results¶

Result	Title	URL	Rationale
S03-R01	A Survey on Hallucination in LLMs	https://arxiv.org/abs/2311.05232	Comprehensive academic taxonomy
S03-R02	NIST AI 600-1	https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.600-1.pdf	Official US framework for confabulation

Rejected Results¶

Result	Title	URL	Rationale
(18 results)	Various	Various	Duplicate surveys, tangential topics, or less comprehensive than selected

Notes¶

Academic hallucination research is extensive but focused on detection and mitigation techniques rather than on how to communicate the spectrum to end users. The gap between technical understanding and user-facing explanation is a core finding.