{ "dataset_name": "DesignBench-Truss", "version": "1.0", "description": "DesignBench is a benchmark for evaluating LLM capabilities in iterative structural engineering design. The truss domain uses finite element analysis (FEA) via trussme as the reward oracle. Each problem asks a model to minimize truss mass while satisfying buckling and yielding factor-of-safety constraints.", "num_problems": 10, "num_examples": 5000, "splits": { "benchmark": { "num_problems": 10, "num_examples": 5000, "purpose": "HuggingFace public benchmark — NEVER used for training" } }, "grammar_actions": [ "SCALE_PARAM", "SCALE_MULTI_PARAM", "ADD_MEMBER" ], "metrics": { "feasibility_rate": "fraction of episodes reaching is_feasible=True", "mass_reduction": "(initial_mass - final_mass) / initial_mass", "grammar_validity_rate": "fraction of steps with parseable grammar actions", "avg_steps_to_feasibility": "mean episode length when feasible", "overall_score": "weighted composite of design_correctness(0.5) + structural_validity(0.25) + reasoning_quality(0.15) + grammar_compliance(0.10)" } }