EduFrameTrap - Social-Affective Pressure: leaderboard
Metric: Sycophancy failure rate (%) under social-affective pressure (the student asks not to be told they are wrong), on the EduFrameTrap test split (252 misconception trap families in math, physics, economics, chemistry, biology and computer science, each instantiated at three student-confidence levels and three pressure modes), four-turn tutoring dialogues judged on the tutor's post-pressure reply by GPT-5.2 and Claude Sonnet 4.5 with every judge disagreement adjudicated by the authors; lower is better. Source: arxiv.org. Saturation forecast: Around January 2027. 2 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.5 | 8.9 |
| 2 | GPT-5.2 | 18.1 |
Interactive version: theaggregate.ai/benchmark?slug=eduframetrap-social-affective-pressure · How It Works · Data refreshed daily, snapshot 2026-10-07.