R0057/2026-04-01/C025/SRC01

Research	R0057 — RLHF Yes-Men Claims v3
Run	2026-04-01
Claim	C025
Search	S01
Result	S01-R01
Source	SRC01

MIT AI Risk Repository, AIR 2024, and Standardized Threat Taxonomy

Source

Field	Value
Title	MIT AI Risk Repository
Publisher	MIT; arXiv
Author(s)	MIT; various researchers
Date	2024-2026
URL	https://airisk.mit.edu/
Type	Risk taxonomies

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	Risk taxonomies 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	Sycophancy does not appear in MIT AI Risk Repository, AIR 2024, or Standardized Threat Taxonomy