Benefit of Search Space Expansion in Complex Decoding Tasks

Computational Costs of Search Scaling

Scaling Output Length in Search Scaling

Scaling the Search Space in Search Scaling

An engineer is using a fixed, pre-trained language model to generate a complex travel itinerary. The initial outputs are often functional but fail to find the most optimal route. The engineer cannot alter the model's internal parameters. Which of the following adjustments to the generation process is a direct application of search scaling to find a better itinerary?

Applying Search Scaling Strategies

Analyzing Trade-offs in Inference-Time Search Configuration

Implicit Search Scaling in Search Procedures