Update README.md

README.md

@@ -7,14 +7,17 @@ tags:
 - String Matching
 - Fuzzy Join
 ---
-## PEARL-small
+## PEARL-base
 
 [Learning High-Quality and General-Purpose Phrase Representations](https://arxiv.org/pdf/2401.10407.pdf). <br>
 [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 finetuned on [E5-base](https://huggingface.co/intfloat/e5-base-v2), 
-which can yield better representations for various downstream tasks such as entity clustering, entity retrieval and fuzzy join.
+which can yield better representations for phrases and strings. <br>
+If you are computing the semantic similarity of strings, you may need our PEARL model.<br>
+It can produce powerful embeddings for various tasks, 
+such as string matching, entity retrieval, entity clustering and fuzzy join. 
 
 | Model |Size|Avg| PPDB | PPDB filtered |Turney|BIRD|YAGO|UMLS|CoNLL|BC5CDR|AutoFJ|
 |-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|