GameLogicBench - Combo: leaderboard
Metric: Solve rate (%; the 28 Combo tasks (several interacting mechanics); one sample per model-scaffold configuration with effort=high, a 3,600 s limit and network egress sealed; a task counts as solved only if the submitted Godot 4.4 project passes every tick-level state assertion in every judge-selected scenario and seed). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 20 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude-Opus-5 (Claude Code, high) | 53.57 |
| 2 | Qwen-3.8-Max (Claude Code, high) | 50 |
| 3 | Kimi-K3 (Claude Code, high) | 42.86 |
| 4 | DeepSeek-V4-Pro-0813 (Claude Code, high) | 39.29 |
| 5 | GPT-5.6-Sol (Claude Code, high) | 35.71 |
| 6 | GPT-5.6-Sol (OpenCode, high) | 35.71 |
| 7 | GLM-5.2 (Claude Code, high) | 32.14 |
| 8 | DeepSeek-V4-Flash-0731 (Claude Code, high) | 32.14 |
| 9 | GPT-5.6-Sol (Codex CLI, high) | 32.14 |
| 10 | DeepSeek-V4-Pro (Claude Code, high) | 28.57 |
Interactive version: theaggregate.ai/benchmark?slug=gamelogicbench-combo · How It Works · Data refreshed daily, snapshot 2026-09-26.