Update README.md

README.md

@@ -26,6 +26,8 @@ Overall, the v2 series of models have better search relevance, efficiency and in
 | [opensearch-neural-sparse-encoding-doc-v1](https://huggingface.co/opensearch-project/opensearch-neural-sparse-encoding-doc-v1) | ✔️ | 133M | 0.490 | 2.3 |
 | [opensearch-neural-sparse-encoding-doc-v2-distill](https://huggingface.co/opensearch-project/opensearch-neural-sparse-encoding-doc-v2-distill) | ✔️ | 67M | 0.504 | 1.8 |
 | [opensearch-neural-sparse-encoding-doc-v2-mini](https://huggingface.co/opensearch-project/opensearch-neural-sparse-encoding-doc-v2-mini) | ✔️ | 23M | 0.497 | 1.7 |
+| [opensearch-neural-sparse-encoding-doc-v3-distill](https://huggingface.co/opensearch-project/opensearch-neural-sparse-encoding-doc-v3-distill) | ✔️ | 67M | 0.517 | 1.8 |
+| [opensearch-neural-sparse-encoding-doc-v3-gte](https://huggingface.co/opensearch-project/opensearch-neural-sparse-encoding-doc-v3-gte) | ✔️ | 133M | 0.546 | 1.7 |
 
 ## Overview
 - **Paper**: [Towards Competitive Search Relevance For Inference-Free Learned Sparse Retrievers](https://arxiv.org/abs/2411.04403)
@@ -169,7 +171,9 @@ The above code sample shows an example of neural sparse search. Although there i
 | [opensearch-neural-sparse-encoding-doc-v1](https://huggingface.co/opensearch-project/opensearch-neural-sparse-encoding-doc-v1) | 0.490 | 0.707 | 0.352 | 0.521 | 0.677 | 0.344 | 0.461 | 0.294 | 0.412 | 0.154 | 0.743 | 0.202 | 0.716 | 0.788 |
 | [opensearch-neural-sparse-encoding-doc-v2-distill](https://huggingface.co/opensearch-project/opensearch-neural-sparse-encoding-doc-v2-distill) | 0.504 | 0.690 | 0.343 | 0.528 | 0.675 | 0.357 | 0.496 | 0.287 | 0.418 | 0.166 | 0.818 | 0.224 | 0.715 | 0.841 |
 | [opensearch-neural-sparse-encoding-doc-v2-mini](https://huggingface.co/opensearch-project/opensearch-neural-sparse-encoding-doc-v2-mini) | 0.497 | 0.709 | 0.336 | 0.510 | 0.666 | 0.338 | 0.480 | 0.285 | 0.407 | 0.164 | 0.812 | 0.216 | 0.699 | 0.837 |
-    
+| [opensearch-neural-sparse-encoding-doc-v3-distill](https://huggingface.co/opensearch-project/opensearch-neural-sparse-encoding-doc-v3-distill) | 0.517 | 0.724 | 0.345 | 0.544 | 0.694 | 0.356 | 0.520 | 0.294 | 0.424 | 0.163 | 0.845 | 0.239 | 0.708 | 0.863 |
+| [opensearch-neural-sparse-encoding-doc-v3-gte](https://huggingface.co/opensearch-project/opensearch-neural-sparse-encoding-doc-v3-gte) | 0.546 | 0.734 | 0.360 | 0.582 | 0.716 | 0.407 | 0.520 | 0.389 | 0.455 | 0.167 | 0.860 | 0.312 | 0.725 | 0.873 |
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 ## License