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Mathematical Reasoning on GSM-Hard (Acc, Pass@5)

48.57Accuracy (GSM-Hard)ReLAR
13.10622.31331.5240.727Jun 16, 2026

Evaluation results

MethodLinks
ReLARShot Setting=5-shot2026.0648.5752.12
Qwen2.5-7BShot Setting=5-shot2026.0647.6454.83
ReLARShot Setting=0-shot2026.0645.0247.58
Med42-Llama3-8BShot Setting=5-shot2026.0643.4951.63
Llama-3-8B-InstructShot Setting=5-shot2026.0643.2851.84
Qwen2.5-Med-7BShot Setting=5-shot2026.0642.8250.03
Qwen2.5-7BShot Setting=0-shot2026.0639.8347.28
Med42-Mistral-7BShot Setting=5-shot2026.0638.8447.23
Mistral-7B-v0.3Shot Setting=5-shot2026.0638.6446.28
Qwen2.5-Med-7BShot Setting=0-shot2026.0636.4743.82
Mistral-7B-InstructShot Setting=5-shot2026.0636.2844.83
Med42-Llama3-8BShot Setting=0-shot2026.0635.6242.93
MedGemma-4BShot Setting=5-shot2026.0634.6342.08
Llama-3-8B-InstructShot Setting=0-shot2026.0634.4742.83
Gemma-7BShot Setting=5-shot2026.0631.8439.47
Med42-Mistral-7BShot Setting=0-shot2026.0630.6338.47
LLaMA-2-7BShot Setting=5-shot2026.0629.4738.57
Mistral-7B-InstructShot Setting=0-shot2026.0627.8334.47
MedGemma-4BShot Setting=0-shot2026.0626.0333.2
Mistral-7B-v0.3Shot Setting=0-shot2026.0624.8331.47
Gemma-7BShot Setting=0-shot2026.0622.4729.63
LLaMA-2-7BShot Setting=0-shot2026.0622.3427.83
Falcon-7BShot Setting=5-shot2026.0621.2827.64
Falcon-7BShot Setting=0-shot2026.0614.4719.83