gg-bench: leaderboard

Zero-sum grid-based game competition benchmark from UC Berkeley. Evaluates domain-general capabilities and strategic reasoning without relying on human-curated QA tasks.

Metric: Mean win rate vs RL opponents (%). Source: github.com. Saturation forecast: Estimated already saturated. 7 models tracked.

Top models

#ModelScoreOverall rank
1O136.28#183
2DeepSeek R132.5#251
3O3 Mini31.08#272
4Claude 3.7 Sonnet9.53#249
5GPT-4o8.94#343
6GPT-4o Mini7.64#599
7Llama 3.3 70B Instruct7.42#534

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

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