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R0043/2026-04-01/Q003/SRC03

Research R0043 — Sycophancy Vocabulary
Run 2026-04-01
Query Q003
Search S01
Result S01-R03
Source SRC03

Standardized AI threat taxonomy bridging technical and business language

Source

Field Value
Title Standardized Threat Taxonomy for AI Security, Governance, and Regulatory Compliance
Publisher arXiv
Author(s) Hernan Huwyler
Date November 2025
URL https://arxiv.org/html/2511.21901
Type Research paper

Summary

Dimension Rating
Reliability Medium-High
Relevance Medium
Bias: Missing data Some concerns
Bias: Measurement N/A
Bias: Selective reporting Some concerns
Bias: Randomization N/A -- not an RCT
Bias: Protocol deviation N/A -- not an RCT
Bias: COI/Funding Some concerns

Rationale

Dimension Rationale
Reliability Published on arXiv; author affiliated with IE Business School and Capgemini Invent
Relevance Attempts cross-domain taxonomy but does not include sycophancy
Bias flags Author affiliated with consulting firm (Capgemini) that provides AI governance services

Evidence Extracts

Evidence ID Summary
SRC03-E01 9-domain, 53-threat taxonomy that bridges technical and business language but excludes sycophancy