Update README.md

README.md

@@ -23,7 +23,7 @@ It was introduced in the paper [ColPali: Efficient Document Retrieval with Visio
 
 This version is trained with `colpali-engine==0.2.0` but can be loaded for any version `>=0.2.0`.
 
-Compared to `colpali`, this version is trained with right padding for queries to fix unwanted tokens in the query encoding.
+Compared to [`vidore/colpali`](https://huggingface.co/vidore/colpali), this version is trained with right padding for queries to fix unwanted tokens in the query encoding.
 It also stems from the fixed `vidore/colpaligemma-3b-pt-448-base` to guarantee deterministic projection layer initialization.
 It was trained for 5 epochs, with in-batch negatives and hard mined negatives and a warmup of 1000 steps (10x longer) to help reduce non-english language collapse.