EDUFRAMETRAP¶
Product or Programme · All products and programmes
Evidence · 2 claims (2 for) · 1 study (1 design),q2· 0 of 1 report an effect size · 2 claims rest on one study
Description¶
EDUFRAMETRAP is a controlled pre-deployment benchmark created by Enkelejda Kasneci et al. for assessing whether LLM tutors maintain kind, correct misconception correction under social-epistemic pressure.
Components¶
Claims¶
- Adjudicated sycophancy on post-pressure tutor responses reaches 14.1% across two frontier LLM tutors in the EDUFRAMETRAP test set [+M]
- Sycophancy concentrates in specific domain-pressure combinations, with Chemistry and Economics highest overall and Biology lowest [+M]
Related Products and Programmes¶
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Key Sources¶
- 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
Page metadata
| Field | Value |
|---|---|
type |
product |
id |
eduframetrap |
title |
EDUFRAMETRAP |
description |
EDUFRAMETRAP is a controlled pre-deployment benchmark created by Enkelejda Kasneci et al. |
status |
review |
product_kind |
assessment |
generated |
by process:settle-candidates on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
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