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Prompt Optimization on Causal Judgment

64.4AccuracyTRAS
58.36859.93461.563.066Jul 14, 2025

Evaluation results

MethodLinks
TRASLLM=GPT-3.5-turbo, Seeds=5, Iterations=15, Warmup steps (τwarmup)=3, K=62025.0764.40.0082.162
Baseline + TRLLM=GPT-3.5-turbo, Seeds=5, Iterations=15, Warmup steps (τwarmup)=32025.0763.60.041.336
Baseline + MCSALLM=GPT-3.5-turbo, Seeds=5, Iterations=15, Warmup steps (τwarmup)=3, K=62025.0760.80.021.687
BaselineLLM=GPT-3.5-turbo, Seeds=5, Iterations=152025.0758.6——