Grid-Bench T16 D3 exact: leaderboard
Grid-Bench multidimensional cellular-automaton state tracking, prompt 0.4; September16–24 collection, one response with 128000 combined tokens, no tools, 7200-second deadline. High effort for five models; MiniMax M2.5 native always-on thinking. Exact-output counts retain invalid responses and all failures. NAIRR routes for GPT/Claude, native Bedrock for GLM/Kimi/MiniMax; Appendix C pins identities. 16 update steps, dimension 3; 64 main instances. Metric: Exact answers (out of 64). Higher is better. Source: https://arxiv.org/html/2610.22312v1
Metric: Exact answers (out of 64). Source: arxiv.org. Saturation forecast: Around March 2028. 6 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.6 Sol (High) | 21 | #18 (GPT-5.6 Sol) |
| 2 | Claude Sonnet 5 (High) | 16 | #54 (Claude Sonnet 5) |
| 3 | Kimi K2.5 (High) | 5 | #144 (Kimi K2.5) |
| 4 | MiniMax M2.5 (Thinking) | 5 | |
| 5 | GPT-5.4 Mini (High) | 1 | #215 (GPT-5.4 Mini) |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 Gemini 4 Argon.
Interactive version: theaggregate.ai/benchmark?slug=grid-bench-t16-d3-exact · How It Works · Data refreshed daily, snapshot 2026-10-17.