Constraint Aware Program Generation With Multi Objective Evaluation

via “constraint-aware program generation with multi-objective evaluation”

### Audio Processing <a name="2023ap"></a>

Unique: Embeds multi-objective evaluation directly into the program search loop, allowing the LLM to see composite scores and trade-offs during generation. This differs from post-hoc ranking because the LLM can learn which objective combinations are achievable and adjust proposals accordingly.

vs others: More nuanced than single-metric optimization because it exposes solution trade-offs, and more practical than pure Pareto enumeration because the LLM's guidance reduces the number of candidates that need evaluation.

via “multi-objective-optimization”