List your company

Prompt optimization on Penguins

68.6AccuracyTRAS
64.9665.90566.8567.795Jul 14, 2025

Evaluation results

MethodLinks
TRASLLM=GPT-3.5-turbo, Seeds=5, Iterations=15, Warmup steps (τwarmup)=3, K=62025.0768.60.0072.556
Baseline + TRLLM=GPT-3.5-turbo, Seeds=5, Iterations=15, Warmup steps (τwarmup)=32025.0766.90.0431.464
Baseline + MCSALLM=GPT-3.5-turbo, Seeds=5, Iterations=15, Warmup steps (τwarmup)=3, K=62025.0766.10.0831.148
BaselineLLM=GPT-3.5-turbo, Seeds=5, Iterations=152025.0765.1——