Papers with ground-truth solution
SymPyBench: A Dynamic Benchmark for Scientific Reasoning with Executable Python Code (2026.eacl-industry)
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| Challenge: | Existing benchmarks do not capture the complexity of structured, step-by-step reasoning essential in physics and related domains. |
| Approach: | They propose a large-scale synthetic benchmark of 15K university-level physics problems . they use structured, step-by-step reasoning and executable Python code to produce the ground-truth solution. |
| Outcome: | The proposed model is based on a set of 15K university-level physics problems with three question types. |