MTGBench - Native Reasoning - Russian - 20 Questions - Normalized Score: leaderboard

MTGBench Native Reasoning protocol in Russian, 20 Questions: speed/survival-normalized score among completed episodes. Seven multi-turn puzzle games measure deduction, planning, information gathering and consistency. Incomplete/missing episodes follow the native exclusion policy; completed sample sizes and exact prompt/native-reasoning modes are retained. Overall equally averages seven game means.

Metric: Normalized Score among completed episodes (%). Source: github.com. Saturation forecast: Rough model projection: around 2026. 13 models tracked.

Top models

#ModelScoreOverall rank
1gemini-3-flash-preview (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)100
2gemini-3.1-flash-lite (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)99.4
3gemini-3.1-pro-preview (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)99.3
4qwen3.5-35b-a3b (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)97.85
5qwen3-30b-a3b-thinking-2507 (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)97.75
6qwen3-235b-a22b-thinking-2507 (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)97.6
7gpt-oss-120b (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)97.05
8gpt-5.4 (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)96.95
9deepseek-v3.1-terminus (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)94.45
10gpt-5.4-mini (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)94

Interactive version: theaggregate.ai/benchmark?slug=mtgbench-native-reasoning-russian-20-questions-normalized-score · How It Works · Data refreshed daily, snapshot 2026-11-05.