R0043/2026-03-28/Q003/SRC05

Research	R0043 — Sycophancy Vocabulary
Run	2026-03-28
Query	Q003
Search	S01
Result	S01-R005
Source	SRC05

AIR 2024 Risk Categorization

Source

Field	Value
Title	AIR 2024 Risk Categorization
Publisher	Various
Author(s)	Various
Date	2024-2025
URL	https://arxiv.org/html/2406.17864v1
Type	Research paper/repository

Summary

Dimension	Rating
Reliability	Medium-High
Relevance	High
Bias: Missing data	Some concerns
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	Academic research; well-cited
Relevance	Addresses AI vocabulary/taxonomy bridging
Bias flags	Some missing data concern: may not capture all sycophancy-adjacent terminology

Evidence Extracts

Evidence ID	Summary
SRC05-E01	314 risk categories; 7 shared across EU/US/China; overreliance risks underspecified in corporate policies