Merge branch 'main' of hf.co:Lihuchen/pearl_small

README.md

@@ -6,25 +6,30 @@ tags:
 - Phrase Representation
 - String Matching
 - Fuzzy Join
-pipeline_tag: sentence-similarity
 ---
 ## PEARL-small
-
 [Learning High-Quality and General-Purpose Phrase Representations](https://arxiv.org/pdf/2401.10407.pdf). <br>
-[Lihu Chen](chenlihu.com), [Gaël Varoquaux](https://gael-varoquaux.info/), [Fabian M. Suchanek](https://suchanek.name/), EACL Findings 2024
+[Lihu Chen](https://chenlihu.com), [Gaël Varoquaux](https://gael-varoquaux.info/), [Fabian M. Suchanek](https://suchanek.name/). 
+<br> Accepted by EACL Findings 2024 <br>
 
 PEARL-small is finetuned on [E5-small](https://huggingface.co/intfloat/e5-small-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 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>
+
 
-| Model |Size| PPDB | PPDB filtered |Turney|BIRD|YAGO|UMLS|CoNLL|BC5CDR|AutoFJ|Avg|
+| Model |Size|Avg| PPDB | PPDB filtered |Turney|BIRD|YAGO|UMLS|CoNLL|BC5CDR|AutoFJ|
 |-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
-| FastText  |-|  94.4  | 61.2  |  59.6  | 58.9  |16.9|14.5|3.0|0.2| 53.6|40.3|
-| Sentence-BERT  |110M| 94.6  | 66.8  | 50.4  | 62.6  | 21.6|23.6|25.5|48.4| 57.2| 50.1|
-| Phrase-BERT  |110M|  96.8  |  68.7  | 57.2  |  68.8  |23.7|26.1|35.4| 59.5|66.9| 54.5|
-| E5-small  |34M|  96.0| 56.8|55.9| 63.1|43.3| 42.0|27.6| 53.7|74.8|57.0|
-|E5-base|110M|  95.4|65.6|59.4|66.3| 47.3|44.0|32.0| 69.3|76.1|61.1|
-|PEARL-small|34M|  97.0|70.2|57.9|68.1| 48.1|44.5|42.4|59.3|75.2|62.5|
-|PEARL-base|110M|97.3|72.2|59.7|72.6|50.7|45.8|39.3|69.4|77.1|64.8|
+| FastText  |-| 40.3| 94.4  | 61.2  |  59.6  | 58.9  |16.9|14.5|3.0|0.2| 53.6|
+| Sentence-BERT  |110M|50.1| 94.6  | 66.8  | 50.4  | 62.6  | 21.6|23.6|25.5|48.4| 57.2| 
+| Phrase-BERT  |110M|54.5|  96.8  |  68.7  | 57.2  |  68.8  |23.7|26.1|35.4| 59.5|66.9| 
+| E5-small  |34M|57.0|  96.0| 56.8|55.9| 63.1|43.3| 42.0|27.6| 53.7|74.8|
+|E5-base|110M| 61.1| 95.4|65.6|59.4|66.3| 47.3|44.0|32.0| 69.3|76.1|
+|PEARL-small|34M| 62.5| 97.0|70.2|57.9|68.1| 48.1|44.5|42.4|59.3|75.2|
+|PEARL-base|110M|64.8|97.3|72.2|59.7|72.6|50.7|45.8|39.3|69.4|77.1|
 
 ## Usage