Orak - Super Mario: leaderboard

Orak Super Mario: an LLM agent chooses Mario's jump level while he runs right through a level; score is the share of the distance from start to the flag covered before dying (0–100, higher is better), averaged over trials with the game's default agentic strategy. From KRAFTON AI's Orak benchmark (NeurIPS 2025).

Metric: Game Score (0-100). Source: krafton-ai.github.io. Saturation forecast: Estimated already saturated. 12 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro (Preview 03-25)38#126
2O3 Mini (2025-01-31)34.9#249
3GPT-4o (2024-08-06)34.1#343
4Llama 3.2 3B Instruct31.8#1327
5Claude 3.7 Sonnet31.7#259
6GPT-4o Mini28.8#598
7DeepSeek R128.7#262
8Qwen 2.5 7B Instruct27.2#863
9Qwen 2.5 3B Instruct23.4#1159
10Llama 3.2 1B Instruct18.7#1518

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

Interactive version: theaggregate.ai/benchmark?slug=orak-super-mario · How It Works · Data refreshed daily, snapshot 2026-11-05.