SimulCost (Single-Round) - High Accuracy: leaderboard

Metric: Success rate (%) at the high accuracy requirement, single-round mode (one parameter guess, 2,643 tasks), on 11 physics simulators with analytically defined costs (fluid dynamics, heat transfer, solid mechanics, plasma physics); a task succeeds when the proposed parameters meet the accuracy requirement; higher is better. Source: arxiv.org. Saturation forecast: Around February 2028. 5 models tracked.

Top models

#ModelScoreOverall rank
1GPT-549.9#91
2Claude 3.7 Sonnet (20250219)41#196
3Qwen 3 32B34.6#424
4Llama 3 70B Instruct34.4#624
5GPT-OSS-120B33.8#330

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=simulcost-single-round-high-accuracy · How It Works · Data refreshed daily, snapshot 2026-10-11.