Update README.md

README.md

@@ -15,10 +15,12 @@ Accepted by EACL Findings 2024 <br>
 PEARL-small 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 differents from typically sentence embedders because it adds a character-level representation giving a good support for open vocabulary.
+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-small](https://huggingface.co/intfloat/e5-small-v2) finetuned on our constructed context-free [dataset](https://zenodo.org/records/10676475) to yield better representations 
 for phrases and strings. <br>
 
+
 🤗 [PEARL-small](https://huggingface.co/Lihuchen/pearl_small) 🤗 [PEARL-base](https://huggingface.co/Lihuchen/pearl_base)
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