Structured Local-Deployment MCQ: leaderboard

Metric: Strict accuracy (%): share of the 1,085 items answered with the correct option letter in a format-valid output (a correct but malformed answer scores zero), deterministic decoding; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 9 models tracked.

Top models

#ModelScore
1Qwen 2.5 1.5B Instruct67.1
2Qwen 3.5 2B64.98
3stablelm-zephyr-3B54.19
4SmolLM2-1.7B-Instruct42.76
5SmolLM2-360M-Instruct32.07

Interactive version: theaggregate.ai/benchmark?slug=structured-local-deployment-mcq · How It Works · Data refreshed daily, snapshot 2026-09-29.