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Code Generation on GSM8K Prolog (test)

89.3Pass@4Qwen2.5-Coder-7B + no KL divergence
62.67669.58876.583.412May 20, 2025

Evaluation results

MethodLinks
Qwen2.5-Coder-7B + no KL divergenceConfiguration=One-shot, Steps=15002025.0589.3
Qwen2.5-Coder-7B + no KL divergenceConfiguration=One-shot, Steps=10002025.0588.3
Qwen2.5-Coder-7B + no KL divergenceConfiguration=Zero-shot, Steps=15002025.0588.2
Qwen2.5-Coder-7B + no KL divergenceConfiguration=Zero-shot, Steps=10002025.0588
Qwen2.5-Coder-7B + no KL divergenceConfiguration=One-shot, Steps=5002025.0587.9
Qwen2.5-Coder-32BConfiguration=Zero-shot, Steps=Base2025.0587.3
Qwen2.5-Coder-7B + length constraintConfiguration=One-shot, Steps=10002025.0586.2
Qwen2.5-Coder-7B + length constraintConfiguration=One-shot, Steps=15002025.0585.6
Qwen2.5-Coder-7B + length constraintConfiguration=One-shot, Steps=5002025.0585.2
Qwen2.5-Coder-7B + no KL divergenceConfiguration=Zero-shot, Steps=5002025.0584.7
Llama 3.3 70BConfiguration=Zero-shot, Steps=Base2025.0583.9
Qwen2.5-Coder-7BConfiguration=One-shot, Steps=Base2025.0581.4
Qwen2.5-Coder-7B + length constraintConfiguration=Zero-shot, Steps=10002025.0578.2
Qwen2.5-Coder-7B + length constraintConfiguration=Zero-shot, Steps=15002025.0578
Qwen2.5-Coder-7B + length constraintConfiguration=Zero-shot, Steps=5002025.0576.4
Qwen2.5-Coder-7BConfiguration=One-shot, Steps=5002025.0572.4
Mistral 7BConfiguration=Yang et al. (2024), Steps=Base2025.0572
Qwen2.5-Coder-7BConfiguration=Zero-shot, Steps=5002025.0571.4
Qwen2.5-Coder-7BConfiguration=One-shot, Steps=10002025.0568.6
Qwen2.5-Coder-7BConfiguration=One-shot, Steps=15002025.0567.2
Qwen2.5-Coder-7BConfiguration=Zero-shot, Steps=10002025.0567
Qwen2.5-Coder-7BConfiguration=Zero-shot, Steps=15002025.0566.7
Qwen2.5-Coder-7BConfiguration=Zero-shot, Steps=Base2025.0563.7