Extra typo, and add more focus on Nomic Embed v2 in the table

Hello!

Apologies for writing this in a separate PR - it's a bit easier to do it like this via the web UI.

- Tom Aarsen

README.md

@@ -117,14 +117,14 @@ language:
 nomic-embed-text-v2-moe is SoTA multilingual MoE text embedding model:
 
 - **High Performance**: SoTA Multilingual performance compared to ~300M parameter models, competitive with models 2x in size
-- **Multilinguality**: Supports ~100 languages and trained over 1.6B pairs
-- **Flexible Embedding Dimension**: Trained with [Matryoshka Embeddings](https://arxiv.org/abs/2205.13147) with 3x reductions in storage cost with minimal performance degredations
+- **Multilinguality**: Supports ~100 languages and trained on over 1.6B pairs
+- **Flexible Embedding Dimension**: Trained with [Matryoshka Embeddings](https://arxiv.org/abs/2205.13147) with 3x reductions in storage cost with minimal performance degradations
 - **Fully Open-Source**: Model weights, [code](https://github.com/nomic-ai/contrastors), and training data (see code repo) released
 
 
 | Model | Params (M) | Emb Dim | BEIR | MIRACL | Pretrain Data | Finetune Data | Code |
 |-------|------------|----------|------|---------|---------------|---------------|------|
-| Nomic Embed v2 | 305 | 768 | 52.86 | **65.80** | ✅ | ✅ | ✅ |
+| **Nomic Embed v2** | 305 | 768 | 52.86 | **65.80** | ✅ | ✅ | ✅ |
 | mE5 Base | 278 | 768 | 48.88 | 62.30 | ❌   | ❌   | ❌   |
 | mGTE Base | 305 | 768 | 51.10 | 63.40 | ❌ | ❌ | ❌ |
 | Arctic Embed v2 Base | 305 | 768 | **55.40** | 59.90 | ❌ | ❌ | ❌ |