SpecialEduBench - Attitude: leaderboard
Metric: Mean rubric score on a 1 to 10 scale over all attitude responses (68 items crossed with pressure and monitoring conditions into 192 cells, ten draws per cell on the two honesty families; judged at temperature 0 against the rubric by an LLM judge aligned to expert reference scores (the paper names gemma-4-31b-it and qwen3.6-27b as its two judges and reports the second only in the text)). Source: arxiv.org. Saturation forecast: Around December 2026. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 5 (Low) | 9.32 |
| 2 | Grok 4.5 | 8.36 |
| 3 | Gemini 3.1 Pro (Preview) | 7.36 |
| 4 | Mistral Large 3 | 7.28 |
| 5 | Qwen 3 VL 235B A22B (Thinking) | 7.11 |
Interactive version: theaggregate.ai/benchmark?slug=specialedubench-attitude · How It Works · Data refreshed daily, snapshot 2026-09-26.