R0044/2026-03-29/Q003/S01
WebSearch — Automation bias and sycophancy vocabulary bridge
Summary
| Field |
Value |
| Source/Database |
WebSearch |
| Query terms |
"automation bias" "sycophancy" bridge same phenomenon different vocabulary research paper 2024 2025 2026; AI sycophancy "automation bias" bridge vocabulary research "human factors" safety connection 2024 2025 |
| Filters |
None |
| Results returned |
20 (combined) |
| Results selected |
4 |
| Results rejected |
16 |
Selected Results
| Result |
Title |
URL |
Rationale |
| S01-R01 |
Springer: Automation bias in human-AI collaboration (systematic review) |
https://link.springer.com/article/10.1007/s00146-025-02422-7 |
Most comprehensive recent automation bias review — tests whether sycophancy appears |
| S01-R02 |
Rational Analysis of Sycophantic AI Effects (arXiv) |
https://arxiv.org/html/2602.14270v1 |
Tests whether AI safety community references automation bias |
| S01-R03 |
TechPolicy.Press: What Research Says About AI Sycophancy |
https://www.techpolicy.press/what-research-says-about-ai-sycophancy/ |
Survey of sycophancy research — tests for cross-referencing |
| S01-R04 |
ICLR 2024: Towards Understanding Sycophancy |
https://arxiv.org/pdf/2310.13548 |
Foundational sycophancy paper — tests AI safety vocabulary scope |
Rejected Results
| Result |
Title |
URL |
Rationale |
| S01-R05 |
Various sycophancy mitigation papers |
Multiple URLs |
Focus on mitigation techniques, not vocabulary bridging |
Notes
No paper was found that systematically maps the two vocabularies. The conceptual ingredients for bridging exist in multiple sources, but the explicit connection — "sycophancy is the system-side mechanism that produces automation bias on the human side" — has not been articulated.