Update README.md

README.md

@@ -111,6 +111,21 @@ SentenceTransformer(
 | MTOPIntentClassification            | 0.6808 | 0.6684     | **0.7143**           | -1.82%            | 4.91%                   | 6.87%                          |
 | PawsXPairClassification             | 0.5678 | 0.5710     | **0.5803**           | 0.56%             | 2.18%                   | 1.63%                          |
 
+## Evaluation on GRAG-EMBEDDING-BENCHMARK
+
+Accuracy is calculated by evaluating if the relevant context is the highest ranking embedding of the whole context array.
+See Eval-Dataset and Evaluation Code [here](https://huggingface.co/datasets/avemio/GRAG-EMBEDDING-BENCHMARK)
+
+| Model Name                                       | Accuracy  |
+|-------------------------------------------------|-----------|
+| [bge-m3](https://huggingface.co/BAAI/bge-m3  )                                     | 0.8806    |
+| [UAE-Large-V1](https://huggingface.co/WhereIsAI/UAE-Large-V1)                            | 0.8393    |
+| [GRAG-BGE-M3-TRIPLES-HESSIAN-AI](https://huggingface.co/avemio/GRAG-BGE-M3-TRIPLES-HESSIAN-AI)             | 0.8857    |
+| [GRAG-BGE-M3-TRIPLES-MERGED-HESSIAN-AI](https://huggingface.co/avemio/GRAG-BGE-M3-TRIPLES-MERGED-HESSIAN-AI)      | **0.8866** |
+| [GRAG-BGE-M3-MERGED-x-SNOWFLAKE-ARCTIC-HESSIAN-AI](https://huggingface.co/avemio/GRAG-BGE-M3-MERGED-x-SNOWFLAKE-ARCTIC-HESSIAN-AI)   | **0.8866** |
+| [GRAG-UAE-LARGE-V1-TRIPLES-HESSIAN-AI](https://huggingface.co/avemio/GRAG-UAE-LARGE-V1-TRIPLES-HESSIAN-AI)       | 0.8763    |
+| [GRAG-UAE-LARGE-V1-TRIPLES-MERGED-HESSIAN-AI](https://huggingface.co/avemio/GRAG-UAE-LARGE-V1-TRIPLES-MERGED-HESSIAN-AI)   | 0.8771    |
+
 ## Usage
 
 ### Direct Usage (Sentence Transformers)