AINeutralarXiv – CS AI · 10h ago6/10
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PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation
Researchers introduced PDEAgent-Bench, the first comprehensive benchmark for evaluating AI systems that generate numerical solvers from partial differential equations (PDEs). The benchmark contains 645 test cases across multiple PDE families and finite-element libraries, revealing that while current LLMs can produce runnable code, they substantially fail when accuracy and efficiency requirements are enforced.