R0057/2026-04-01/C027/SRC01

Research	R0057 — RLHF Yes-Men Claims v3
Run	2026-04-01
Claim	C027
Search	S01
Result	S01-R01
Source	SRC01

CaTE Guidebook and public materials

Source

Field	Value
Title	CaTE Guidebook for TEVV of LAWS
Publisher	SEI/CMU
Author(s)	SEI/CMU
Date	2024-2026
URL	https://www.sei.cmu.edu/library/center-for-calibrated-trust-measurement-and-evaluation-categuidebook-for-the-development-and-tevv-of-laws-to-promote-trustworthiness/
Type	Government research guidebook

Summary

Dimension	Rating
Reliability	Medium
Relevance	Medium
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	Government research guidebook 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	CaTE focuses on system trustworthiness and operator trust; sycophancy/output behavior concepts absent from available materials