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R0043/2026-03-28/Q002/SRC05

Research R0043 — Sycophancy Vocabulary
Run 2026-03-28
Query Q002
Search S01
Result S01-R03
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 Government framework/policy

Summary

Dimension Rating
Reliability High
Relevance Medium-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 Authoritative government or industry framework
Relevance Addresses AI governance requirements relevant to sycophancy-adjacent phenomena
Bias flags No significant concerns

Evidence Extracts

Evidence ID Summary
SRC05-E01 314 risk categories across 8 government and 16 corporate policies; overreliance risks 'less frequently specified in detail' in corporate policies