On TPBench physics problems, a SymPy-augmented stepwise verifier selected more correct LLM solutions than majority vote or LLM self-grading, raising Gemini 2.5 Pro Level 5 accuracy from 29.3% to 54.5%, though gains are inconsistent and statistically untested.
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Test-time Scaling Techniques in Theoretical Physics -- A Comparison of Methods on the TPBench Dataset
On TPBench physics problems, a SymPy-augmented stepwise verifier selected more correct LLM solutions than majority vote or LLM self-grading, raising Gemini 2.5 Pro Level 5 accuracy from 29.3% to 54.5%, though gains are inconsistent and statistically untested.