Lihuchen
/

pearl_small

Feature Extraction

sentence-transformers

Phrase Representation

String Matching

Entity Retrieval

text-embeddings-inference

Model card Files Files and versions

Lihuchen commited on Feb 19, 2024

Commit

0d29fb4

·

verified ·

1 Parent(s): 1ae6783

Update README.md

Files changed (1) hide show

README.md +3 -1

README.md CHANGED Viewed

@@ -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.
 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)
 <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 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)
 <br>