Update README.md

README.md

@@ -20,7 +20,7 @@ model_description: "Language model for embedding organismal trait descriptions.
 
 # Model Card for Trait2Vec
 
-Trait2Vec is a model for the tree of life, built using CLIP architecture as a language model to embed organismal trait descriptions in a way that preserves the structure induced by a semantic similarity (e.g. SimGIC). The model was trained on the [char-sim-data](https://huggingface.co/datasets/imageomics/char-sim-data/edit/main/README.md). 
+Trait2Vec is a language model to embed organismal trait descriptions in a way that preserves the structure induced by a semantic similarity metric (e.g. SimGIC). The model was trained on the [char-sim-data](https://huggingface.co/datasets/imageomics/char-sim-data/edit/main/README.md). 
 Through qualitative data exploration we observe the cosine similarity between embeddings of raw trait description is proportional to the semantic similarity of their corresponding ontological representations. 
 
 ## Model Details