R0057/2026-04-01/C016/SRC01

Research	R0057 — RLHF Yes-Men Claims v3
Run	2026-04-01
Claim	C016
Search	S01
Result	S01-R01
Source	SRC01

Georgetown Law Tech Institute and Brookings/Stanford analyses

Source

Field	Value
Title	What Would It Take for AI Companies to Reduce AI Sycophancy Risks?
Publisher	Georgetown Law; Brookings Institution
Author(s)	Georgetown Institute for Technology Law and Policy; Malihe Alikhani (Brookings)
Date	2024-2026
URL	https://www.law.georgetown.edu/tech-institute/insights/reduce-ai-sycophancy-risks/
Type	Policy analyses

Summary

Dimension	Rating
Reliability	High
Relevance	High
Bias: Missing data	Low risk
Bias: Measurement	Low risk
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	Policy analyses from established institution/publication
Relevance	Directly addresses the claim under investigation
Bias flags	No significant bias concerns identified

Evidence Extracts

Evidence ID	Summary
SRC01-E01	Georgetown and Brookings recommend workforce education and AI literacy including sycophancy awareness, but do not specifically mandate enterprise training on sycophancy