shuyuej/metamath_lora_llama2_7b_3_epoch

Fine-tune LLaMA 2 (7B) with LoRA on meta-math/MetaMathQA

Fine-tune for three epochs

Result:

Reload the saved adapter: Invalid output length: 4, Testing length: 1319, Accuracy: 0.641

Comparison

The official report accuracy is 0.665 by fine-tuning the whole LLaMA 2 7B model for 3 epochs.

Note: The LoRA adapter is being used for future research purposes.

Deployment

# Load the Pre-trained LoRA Adapter
model.load_adapter("shuyuej/metamath_lora_llama2_7b_3_epoch")
model.enable_adapters()