Can Large Models Teach Student Models to Solve Mathematical Problems Like Human Beings? A Reasoning Distillation Method via Multi-LoRA Interaction

Benchmark Model Rank Results
math-word-problem-solving-on-mathLoRID (Qwen2.5-Math)#49Accuracy: 61.2
math-word-problem-solving-on-mathLoRID (DeepSeekMath)#70Accuracy: 54.8
math-word-problem-solving-on-mathLoRID (Mistral)#123Accuracy: 38.7
math-word-problem-solving-on-mathLoRID (LLaMA-2)#149Accuracy: 25.2
arithmetic-reasoning-on-gsm8kLoRID (Qwen2.5-Math)#61Accuracy: 91.7
arithmetic-reasoning-on-gsm8kLoRID (DeepSeekMath)#73Accuracy: 90.0
arithmetic-reasoning-on-gsm8kLoRID (Mistral)#129Accuracy: 84.2
arithmetic-reasoning-on-gsm8kLoRID (LLaMA-2)#167Accuracy: 78.5