yibinlei
/

LENS-d8000

Feature Extraction

sentence-similarity

text-generation-inference

text-embeddings-inference

Inference Endpoints

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Yibin Lei commited on about 11 hours ago

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@@ -8654,6 +8654,8 @@ model-index:
 LENS is a model that produces **L**exicon-based **E**mbeddi**N**g**S** (LENS) leveraging large language models. Each dimension of the embeddings is designed to correspond to a token cluster where semantically similar tokens are grouped together. These embeddings have a similar feature size as dense embeddings, with LENS-d8000 offering 8000-dimensional representations.
 ## Usage
 ```
 git clone https://huggingface.co/yibinlei/LENS-d8000

 LENS is a model that produces **L**exicon-based **E**mbeddi**N**g**S** (LENS) leveraging large language models. Each dimension of the embeddings is designed to correspond to a token cluster where semantically similar tokens are grouped together. These embeddings have a similar feature size as dense embeddings, with LENS-d8000 offering 8000-dimensional representations.
+The technical report of **LENS** is available in [Enhancing Lexicon-Based Text Embeddings with Large Language Models](https://arxiv.org/abs/2501.09749).
 ## Usage
 ```
 git clone https://huggingface.co/yibinlei/LENS-d8000