Update README.md

README.md

@@ -140,15 +140,15 @@ Then you can load this model and run inference.
 from sentence_transformers import MultiVectorEncoder
 
 # Download from the 🤗 Hub
-model = MultiVectorEncoder("tomaarsen/ColQwen3-VL-Embedding-2B-vdr-headlr")
+model = MultiVectorEncoder("tomaarsen/ColQwen3-VL-Embedding-2B-vdr")
 # Run inference: each input becomes a sequence of per-token vectors (variable length).
 queries = [
     'What are the new anthropological perspectives on development as discussed by Quarles Van Ufford and Giri in 2003?',
 ]
 documents = [
-    'https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr-headlr/resolve/main/assets/image_0.jpg',
-    'https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr-headlr/resolve/main/assets/image_1.jpg',
-    'https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr-headlr/resolve/main/assets/image_2.jpg',
+    'https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr/resolve/main/assets/image_0.jpg',
+    'https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr/resolve/main/assets/image_1.jpg',
+    'https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr/resolve/main/assets/image_2.jpg',
 ]
 query_embeddings = model.encode_query(queries)
 document_embeddings = model.encode_document(documents)
@@ -241,9 +241,9 @@ You can finetune this model on your own dataset.
 * Samples:
   | query                                                                                                                              | image                                      | negative_0                                         |
   |:-----------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------|:---------------------------------------------------|
-  | <code>What are the new anthropological perspectives on development as discussed by Quarles Van Ufford and Giri in 2003?</code>     | <img src="https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr-headlr/resolve/main/assets/image_0.jpg" width="200"> | <img src="https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr-headlr/resolve/main/assets/example_image_0.jpg" width="200"> |
-  | <code>What are the three main positions anthropologists have taken in relation to development, as discussed by David Lewis?</code> | <img src="https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr-headlr/resolve/main/assets/image_1.jpg" width="200"> | <img src="https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr-headlr/resolve/main/assets/example_image_0.jpg" width="200"> |
-  | <code>Who are the three sisters known as the Fates in Greek mythology?</code>                                                      | <img src="https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr-headlr/resolve/main/assets/image_2.jpg" width="200"> | <img src="https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr-headlr/resolve/main/assets/example_image_1.jpg" width="200"> |
+  | <code>What are the new anthropological perspectives on development as discussed by Quarles Van Ufford and Giri in 2003?</code>     | <img src="https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr/resolve/main/assets/image_0.jpg" width="200"> | <img src="https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr/resolve/main/assets/example_image_0.jpg" width="200"> |
+  | <code>What are the three main positions anthropologists have taken in relation to development, as discussed by David Lewis?</code> | <img src="https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr/resolve/main/assets/image_1.jpg" width="200"> | <img src="https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr/resolve/main/assets/example_image_0.jpg" width="200"> |
+  | <code>Who are the three sisters known as the Fates in Greek mythology?</code>                                                      | <img src="https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr/resolve/main/assets/image_2.jpg" width="200"> | <img src="https://huggingface.co/tomaarsen/ColQwen3-VL-Embedding-2B-vdr/resolve/main/assets/example_image_1.jpg" width="200"> |
 * Loss: [<code>CachedMultiVectorMultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/multi_vector_encoder/losses.html#cachedmultivectormultiplenegativesrankingloss) with these parameters:
   ```json
   {