fix: readme with perf

README.md

@@ -2898,12 +2898,20 @@ language:
 base_model:
 - answerdotai/ModernBERT-base
 ---
----
 
 # ModernBert-Embed-Unsupervised
 
 `modernbert-embed-unsupervised` is the unsupervised checkpoint trained with the [contrastors](https://github.com/nomic-ai/contrastors) library 
 for 1 epoch over the 235M weakly-supervised contrastive pairs curated in [Nomic Embed](https://arxiv.org/abs/2402.01613).
 
+We suggest using [moderbert-embed](https://huggingface.co/nomic-ai/modernbert-embed) for embedding tasks.
+
+## Performance
+
+The modernbert-unsupervised model performs similarly to the `nomic-embed-text-v1_unsup` model
 
+| Model | Average (56) | Classification (12) | Clustering (11) | Pair Classification (3) | Reranking (4) | Retrieval (15) | STS (10) | Overall |
+|-------|--------------|--------------------:|-----------------|------------------------|---------------|----------------|-----------|----------|
+| nomic-embed-text-v1_unsup | 59.9 | 71.2 | 42.5 | 83.7 | 55.0 | 48.0 | 80.8 | 30.7 |
+| modernbert-embed-unsupervised | 60.03 | 72.11 | 44.34 | 82.78 | 55.0 | 47.05 | 80.33 | 31.2 |