Update README.md

README.md

@@ -13,10 +13,14 @@ tags:
 [Lihu Chen](https://chenlihu.com), [Gaël Varoquaux](https://gael-varoquaux.info/), [Fabian M. Suchanek](https://suchanek.name/). 
 <br> Accepted by EACL Findings 2024
 
-PEARL-base is a variant of [E5-base](https://huggingface.co/intfloat/e5-base-v2) finetuned on our constructed context-free [dataset](https://zenodo.org/records/10676475) to yield better representations 
+PEARL-base is a lightweight string embedding model. It is the tool of choice for semantic similarity computation for strings,
+creating excellent embeddings for string matching, entity retrieval, entity clustering, fuzzy join...
+<br>
+It differs from typical sentence embedders because it incorporates phrase type information and morphological features, 
+allowing it to better capture variations in strings.
+The model is a variant of [E5-base](https://huggingface.co/intfloat/e5-base-v2) finetuned on our constructed context-free [dataset](https://zenodo.org/records/10676475) to yield better representations 
 for phrases and strings. <br>
-If you require semantic similarity computation for strings, our PEARL model might be a helpful tool.<br> 
-It offers powerful embeddings suitable for tasks like string matching, entity retrieval, entity clustering, and fuzzy join.
+
 
 🤗 [PEARL-small](https://huggingface.co/Lihuchen/pearl_small) 🤗 [PEARL-base](https://huggingface.co/Lihuchen/pearl_base)
 <br>