R0048/2026-04-01/Q003/SRC01

Research	R0048 — Corporate AI Training
Run	2026-04-01
Query	Q003
Search	S01
Result	S01-R01
Source	SRC01

IAPP — Hallucinations in LLMs: Governance Implications

Source

Field	Value
Title	Hallucinations in LLMs: Technical challenges, systemic risks and AI governance implications
Publisher	International Association of Privacy Professionals (IAPP)
Author(s)	IAPP
Date	2025-2026
URL	https://iapp.org/news/a/hallucinations-in-llms-technical-challenges-systemic-risks-and-ai-governance-implications
Type	Professional governance analysis

Summary

Dimension	Rating
Reliability	High
Relevance	High
Bias: Missing data	Low risk
Bias: Measurement	N/A
Bias: Selective reporting	Low risk
Bias: Randomization	N/A — not an RCT
Bias: Protocol deviation	N/A — not an RCT
Bias: COI/Funding	Low risk

Rationale

Dimension	Rationale
Reliability	IAPP is the leading global information privacy community. High institutional credibility for governance analysis.
Relevance	Directly relevant — characterizes hallucination as fundamental rather than random and provides governance recommendations including user education.
Bias flags	Low risk. Professional association with no commercial interest in the analysis direction.

Evidence Extracts

Evidence ID	Summary
SRC01-E01	Hallucination characterized as fundamental, not random; governance recommendations include user education but do not mention sycophancy