ReasonScape R12: leaderboard

Reasoning benchmark with 12 cognitive tasks at fixed 16k context. Uses Wilson CIs, truncation penalties, and geometric mean for balanced scoring. Evaluates local/quantized models on structured reasoning.

Metric: ReasonScore. Source: reasonscape.com. Saturation forecast: Around June 2027. 101 models tracked.

Top models

#ModelScoreOverall rank
1Gemma 4 31B927.75#200
2GLM-4.7894.43#192
3Qwen 3 235B A22B 2507 Instruct841.58#300
4GLM 4.5 Air798.07#392
5Hunyuan A13B-Instruct691.15#666
6Gemma 4 E4B609.66#767
7GLM-4.7 Flash596.81#509
8GLM-4.6V523.76#316
9Gemma 3 27B (IT)384.94#523
10Gemma 3 12B (IT)284.87#664

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

Interactive version: theaggregate.ai/benchmark?slug=reasonscape-r12 · How It Works · Data refreshed daily, snapshot 2026-10-20.