MTGBench - Native Reasoning - Russian - Alias - Win Rate: leaderboard

MTGBench Native Reasoning protocol in Russian, Alias: win rate 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: Win Rate among completed episodes (%). Source: github.com. Saturation forecast: Rough model projection: around 2026. 13 models tracked.

Top models

#ModelScoreOverall rank
1gemini-3.1-pro-preview (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)88
2gpt-5.4 (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)82
3gemini-3-flash-preview (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)81
4qwen3.5-35b-a3b (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)75.76
5gemini-3.1-flash-lite (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)75.51
6deepseek-v4-pro (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)74
7deepseek-v4-flash (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)70
8deepseek-v3.1-terminus (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)69
9gpt-oss-120b (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)62
10gpt-5.4-mini (MTGBench Run: mode=reasoning;effort=unreported;release=ffe4adc59146)60

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