Update README.md

README.md

@@ -25,7 +25,7 @@ from transformers import TextStreamer
 max_seq_length = 2048
 dtype = None
 load_in_4bit = False
-lora_path = "altaidevorg/gemma-women-health-checkpoint-1292"
+lora_path = "altaidevorg/gemma-women-health-merged"
 use_streamer = False
 
 model, tokenizer = FastLanguageModel.from_pretrained(
@@ -74,7 +74,7 @@ The dataset will be made publicly available through its dedicated repository [al
 
 ## Evaluation Notes
 
-During testing, we observed that the LoRA checkpoint performed better in evaluations compared to the version where the LoRA checkpoint was [merged with the base model](https://huggingface.co/altaidevorg/gemma-women-health-merged). Interestingly, the standalone LoRA checkpoint consistently delivered superior results, though we currently lack a concrete explanation for this phenomenon.
+During testing, we observed that the [LoRA checkpoint](https://huggingface.co/altaidevorg/gemma-women-health-checkpoint-1292) performed better in evaluations compared to the version where the LoRA checkpoint was merged with the base model. Interestingly, the standalone LoRA checkpoint consistently delivered superior results, though we currently lack a concrete explanation for this phenomenon.
 We are actively investigating the underlying cause, with our best hypothesis being that the merging process may introduce some form of precision loss. Further research is underway to validate this theory and optimize the performance.
 
 ### Disclaimer