SciEval (K-12) - Quadratic Weighted Kappa: leaderboard
Metric: Quadratic weighted kappa (x100, -100 to 100) between the predicted and expert criterion scores on the held-out test set of SciEval, a K-12 science instructional-material evaluation benchmark: given an NGSS lesson as page-marked PDF text and one EQuIP rubric criterion, the model returns a 0-3 score and the supporting evidence as JSON, simplified prompt, temperature 0; failed predictions are left out; higher is better. Source: arxiv.org. Saturation forecast: Around 2031. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 4B 2507 Instruct | 16.23 |
| 2 | Gemini 2.0 Flash | 5.7 |
| 3 | Llama 3.1 8B Instruct | 4.58 |
| 4 | Llama 3.2 3B Instruct | 4.52 |
| 5 | GPT-4o Mini | 4.02 |
Interactive version: theaggregate.ai/benchmark?slug=scieval-k-12-quadratic-weighted-kappa · How It Works · Data refreshed daily, snapshot 2026-10-07.