Update README.md

README.md

@@ -2,16 +2,16 @@
 license: apache-2.0
 ---
 
-## Tiny-Embedding
+## Cat Embeddings
 
-An embedding model trained for study embedding quality vs model architecture (width/depth) given a size constraint (12M params).
+A set of embedding model trained for study embedding quality vs model architecture (width/depth) given a size constraint (12M params).
 
-- **bo-emb-tiny-2-128**: 2 layers/hidden size 128/4.4m
-- **bo-emb-tiny-4-128**: 4 layers/H 128/4.8m
-- **bo-emb-tiny-6-128**: 6 layers/H 128/5.2m
-- **bo-emb-tiny-8-128**: 8 layers/H 128/5.6m
-- **bo-emb-tiny-10-128**: 10 layers/H 128/6.0m
-- **bo-emb-tiny-12-128**: 12 layers/H 128/6.4m
-- **bo-emb-mini-2-256**: 2 layers/H 256/9.7m
-- **bo-emb-mini-4-256**: 4 layers/H 256/11.3m
+- **cat-emb-tiny-2-128**: 2 layers/hidden size 128/4.4m
+- **cat-emb-tiny-4-128**: 4 layers/H 128/4.8m
+- **cat-emb-tiny-6-128**: 6 layers/H 128/5.2m
+- **cat-emb-tiny-8-128**: 8 layers/H 128/5.6m
+- **cat-emb-tiny-10-128**: 10 layers/H 128/6.0m
+- **cat-emb-tiny-12-128**: 12 layers/H 128/6.4m
+- **cat-emb-mini-2-256**: 2 layers/H 256/9.7m
+- **cat-emb-mini-4-256**: 4 layers/H 256/11.3m