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Surface Evolver Bench: my benchmark asking LLMs to write complex physical simulations in a custom data format

Example rendered surfaces showing simulated liquid (green) shaped by solid constraints (orange). Overall score, pass count, and recorded token/cost totals for each model. I wrote a small custom benchmark based on some work I did in grad school. Surface Evolver is a tool released in 1992 (!) for modeling liquid surfaces