Sycophancy concentrates in specific domain-pressure combinations, with Chemistry and Economics highest overall and Biology lowest¶

Claim · All claims
Evidence · 1 study · design r2 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person · recheck by 2029: tool and model accuracy changes quickly

Subclaims¶

q2 i? Domain-resolved rates show failures cluster in specific misconception families and pressure modes rather than distributing evenly across subject matter. → Enkelejda Kasneci and Gjergji Kasneci 2026

Evidence¶

Enkelejda Kasneci and Gjergji Kasneci 2026¶

Enkelejda Kasneci and Gjergji Kasneci. (2026). Sycophancy is an Educational Safety Risk: Why LLM Tutors Need Sycophancy Benchmarks. Preprint. https://arxiv.org/abs/2605.14604 doi:10.48550/arxiv.2605.14604

q2 · i? · design · r2

Domain-by-pressure heatmap analysis of adjudicated sycophancy rates across the six EDUFRAMETRAP domains (Figure 5). The article reports Chemistry at 17.5% and Economics at 16.9% highest, Biology lowest at 10.4%, with tutor-specific spikes such as Claude 4.5 at 30.2% in Chemistry context-switch.

"Across domains,ChemistryandEconomicsexhibit the highest overall sycophancy rates in this run (Chemistry:17.5%, Economics:16.9%), whileBiologyis lowest (10.4%)."

Discussion¶

Related Claims¶

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