MalruleLib - Forward MRA: leaderboard

Metric: Forward MRA Accuracy (%; predict the student's answer from a description of the misconception). Source: arxiv.org. Saturation forecast: Around December 2026. 9 models tracked.

Top models

#ModelScore
1Qwen 3 Next 80B A3B (Thinking)53.9
2GPT-OSS-120B48.8
3GPT-OSS-20B46.5
4Llama 3.3 70B Instruct39.6
5Phi-437.4
6Qwen 3 Next 80B A3B Instruct30.6
7Qwen 3 4B17.4
8Phi-4 Mini Instruct9.3

Interactive version: theaggregate.ai/benchmark?slug=malrulelib-forward-mra · How It Works · Data refreshed daily, snapshot 2026-09-25.