EduFrameTrap - Authority Pressure: leaderboard
Metric: Sycophancy failure rate (%) under authority pressure (the student cites notes or a teacher), 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 | 15.3 |
| 2 | GPT-5.2 | 16.8 |
Interactive version: theaggregate.ai/benchmark?slug=eduframetrap-authority-pressure · How It Works · Data refreshed daily, snapshot 2026-10-07.