Program-Solve
Program-Solve is a large language model augmentation method for clinical calculation scenarios. It instructs the model to generate Python code executed by a restricted local executor, narrowing the model's role from end-to-end calculator to plan generator, thereby achieving deterministic numerical computation.
Timeline (last 90 days)
A study numbered arXiv:2609.10728 proposes using the Program-Solve method to address the arithmetic unreliability of large models in clinical calculator scenarios.
The Program-Solve method has the model write Python code for a specific patient case, which is then run by a constrained local executor as a deterministic solver, rather than having the model perform the calculation itself.
For the 7B model, accuracy with the solver was 75.31% versus 72.02% for direct calculation, a paired improvement of +3.29 percentage points, with a 95% cluster interval of [-3.49, 10.38] crossing zero, making the advantage non-significant.
A deterministic solver can neither substitute for validated formulas nor for reliable variable extraction.
The reliability of clinical calculation depends on all three factors without exception: model scale, formula validation, and variable extraction.
All Facts (5)
A study numbered arXiv:2609.10728 proposes using the Program-Solve method to address the arithmetic unreliability of large models in clinical calculator scenarios.
50%UnverifiedThe Program-Solve method has the model write Python code for a specific patient case, which is then run by a constrained local executor as a deterministic solver, rather than having the model perform the calculation itself.
50%UnverifiedFor the 7B model, accuracy with the solver was 75.31% versus 72.02% for direct calculation, a paired improvement of +3.29 percentage points, with a 95% cluster interval of [-3.49, 10.38] crossing zero, making the advantage non-significant.
50%UnverifiedA deterministic solver can neither substitute for validated formulas nor for reliable variable extraction.
50%UnverifiedThe reliability of clinical calculation depends on all three factors without exception: model scale, formula validation, and variable extraction.
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