Update README.md

README.md

@@ -9,20 +9,6 @@ tags:
 - sentence-transformers
 ---
 
-```
-Average (All)                               52.46
-Average (MTEB)                              51.66
-Classification                              65.97
-Clustering                                  35.29
-PairClassification                          78.17
-Reranking                                   50.92
-Retrieval                                   33.52
-STS                                         74.22
-Summarization                               29.78
-PEARL                                       55.37
-WordSim                                     55.15
-```
-
 
 # potion-base-32M Model Card
 
@@ -63,7 +49,25 @@ Model2vec creates a small, static model that outperforms other static embedding
 - Training: the distilled model is trained on the training data using Tokenlearn.
 - Post-training re-regularization: after training, the model is re-regularized by weighting the tokens based on their frequency, applying PCA, and finally applying [SIF weighting](https://openreview.net/pdf?id=SyK00v5xx).
 
-The results for this model can be found on the [Model2Vec results page](https://github.com/MinishLab/model2vec/blob/main/results/README.md).
+
+
+## Results
+
+The results for this model are shown in the table below. The full Model2Vec results for all models can be found on the [Model2Vec results page](https://github.com/MinishLab/model2vec/blob/main/results/README.md).
+```
+Average (All)                               52.46
+Average (MTEB)                              51.66
+Classification                              65.97
+Clustering                                  35.29
+PairClassification                          78.17
+Reranking                                   50.92
+Retrieval                                   33.52
+STS                                         74.22
+Summarization                               29.78
+PEARL                                       55.37
+WordSim                                     55.15
+```
+
 
 ## Additional Resources