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Multi-hop Reasoning on HotpotQA (Accuracy, F1)

59.64AccuracyReLAR
20.983231.019141.05551.0909Jun 16, 2026

Evaluation results

MethodLinks
ReLARShot Setting=5-shot2026.0659.6476.15
ReLARShot Setting=0-shot2026.0657.575.23
Llama-3-8B-InstructShot Setting=5-shot2026.0656.4771.83
Med42-Llama3-8BShot Setting=5-shot2026.0654.0169.82
Qwen2.5-7BShot Setting=5-shot2026.0652.6466.83
Mistral-7B-InstructShot Setting=5-shot2026.0650.8364.47
Qwen2.5-Med-7BShot Setting=5-shot2026.0650.1864.15
Llama-3-8B-InstructShot Setting=0-shot2026.0648.8363.47
Mistral-7B-v0.3Shot Setting=5-shot2026.0647.8261.35
MedGemma-4BShot Setting=5-shot2026.0646.9160.05
Med42-Llama3-8BShot Setting=0-shot2026.0646.2361.59
Qwen2.5-7BShot Setting=0-shot2026.0644.8358.47
Gemma-7BShot Setting=5-shot2026.0642.6456.83
Qwen2.5-Med-7BShot Setting=0-shot2026.0641.8155.13
Mistral-7B-InstructShot Setting=0-shot2026.0641.4755.28
LLaMA-2-7BShot Setting=5-shot2026.0639.8252.63
Med42-Mistral-7BShot Setting=5-shot2026.0639.6453.47
MedGemma-4BShot Setting=0-shot2026.0639.4853.29
Mistral-7B-v0.3Shot Setting=0-shot2026.0635.6348.74
Med42-Mistral-7BShot Setting=0-shot2026.0632.4745.83
Gemma-7BShot Setting=0-shot2026.0631.8243.47
Falcon-7BShot Setting=5-shot2026.0630.8441.64
LLaMA-2-7BShot Setting=0-shot2026.0627.3438.47
Falcon-7BShot Setting=0-shot2026.0622.4731.83