GSM-MC: leaderboard

GSM-MC evaluates grade-school math reasoning in a multiple-choice format.

Metric: Accuracy (%). Source: github.com. Saturation forecast: Estimated already saturated. 68 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)99.47#58
2GPT-5.599.47#31
3Gemma 4 31B (IT)99.47#176
4Claude Opus 4.699.39#63
5Kimi K2.699.39#104
6Qwen 3.5 27B99.39#187
7MiniMax-M2.599.39#303
8Step 3.5 Flash99.32#270
9Kimi K2.599.24#144
10GPT-5 Mini99.24#186
11Qwen 3.5 397B A17B99.24#146
12Qwen 3.5 35B A3B99.24#256
13Qwen 3.5 122B A10B99.24#173
14GLM-5.1 FP899.24#109
15GPT-OSS-120B99.17#341

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=gsm-mc · How It Works · Data refreshed daily, snapshot 2026-10-20.