diff --git a/docs/ADAPTER_MODELS.md b/docs/ADAPTER_MODELS.md
index fb5c731dea..ba21bef650 100644
--- a/docs/ADAPTER_MODELS.md
+++ b/docs/ADAPTER_MODELS.md
@@ -40,7 +40,7 @@ There are 2 scripts to prepare the ordering file. The ordering file is specific
 
     A script [`modify_names.py`](scripts/modify_names.py) is provided which prompts the user for the adapter names and the old ordering file. The user is prompted for an output file location, relative to the working directory.
 
-A provide a [ordering file](scripts/xlora-paper-ordering.json) which contains the ordering for the X-LoRA model associated with [the paper](https://arxiv.org/abs/2402.07148) and the Huggingface repository: https://huggingface.co/lamm-mit/x-lora.
+We provide an [ordering file](scripts/xlora-paper-ordering.json) which contains the ordering for the X-LoRA model associated with [the paper](https://arxiv.org/abs/2402.07148) and the Huggingface repository: https://huggingface.co/lamm-mit/x-lora.
 
 **Quantized X-LoRA or LoRA models**