Update README.md

README.md

@@ -31,8 +31,8 @@ datasets:
 # opensearch-neural-sparse-encoding-multilingual-v1
 
 ## Select the model
-The model should be selected considering search relevance, model inference and retrieval efficiency(FLOPS). We benchmark models' performance on a subset of MIRACL benchmark (we exclude th since the uncased backbone can not encode it).
-** We recommend to use it with max_ratio pruning. **
+The model should be selected considering search relevance, model inference and retrieval efficiency(FLOPS). We benchmark models' performance on **MIRACL** benchmark (we exclude th since the uncased backbone can not encode it).
+**We recommend to use it with max_ratio pruning.**
 
 | Model | Inference-free for Retrieval | Model Parameters | AVG NDCG@10 | AVG FLOPS |
 |-------|------------------------------|------------------|-------------|-----------|