Add link to paper

README.md

@@ -3,7 +3,10 @@ base_model: FacebookAI/roberta-base
 datasets:
 - SynthSTEL/styledistance_training_triplets
 - StyleDistance/synthstel
+language:
+- en
 library_name: sentence-transformers
+license: mit
 pipeline_tag: sentence-similarity
 tags:
 - datadreamer
@@ -14,42 +17,33 @@ tags:
 - sentence-similarity
 widget:
 - example_title: Example 1
-  source_sentence: >-
-    Did you hear about the Wales wing? He'll h8 2 withdraw due 2 injuries from
-    future competitions.
-  sentences:
-  - >-
-    We're raising funds 2 improve our school's storage facilities and add new
-    playground equipment!
-  - >-
-    Did you hear about the Wales wing? He'll hate to withdraw due to injuries
+  source_sentence: Did you hear about the Wales wing? He'll h8 2 withdraw due 2 injuries
     from future competitions.
+  sentences:
+  - We're raising funds 2 improve our school's storage facilities and add new playground
+    equipment!
+  - Did you hear about the Wales wing? He'll hate to withdraw due to injuries from
+    future competitions.
 - example_title: Example 2
-  source_sentence: >-
-    You planned the DesignMeets Decades of Design event; you executed it
-    perfectly.
+  source_sentence: You planned the DesignMeets Decades of Design event; you executed
+    it perfectly.
   sentences:
   - We'll find it hard to prove the thief didn't face a real threat!
-  - >-
-    You orchestrated the DesignMeets Decades of Design gathering; you actualized
-    it flawlessly.
+  - You orchestrated the DesignMeets Decades of Design gathering; you actualized it
+    flawlessly.
 - example_title: Example 3
-  source_sentence: >-
-    Did the William Barr maintain a commitment to allow Robert Mueller to finish
-    the inquiry?
+  source_sentence: Did the William Barr maintain a commitment to allow Robert Mueller
+    to finish the inquiry?\
   sentences:
-  - >-
-    Will the artist be compiling a music album, or will there be a different
-    focus in the future?
-  - >-
-    Did William Barr maintain commitment to allow Robert Mueller to finish
-    inquiry?
-license: mit
-language:
-- en
+  - Will the artist be compiling a music album, or will there be a different focus
+    in the future?
+  - Did William Barr maintain commitment to allow Robert Mueller to finish inquiry?
 ---
+
 # Model Card
 
+This repository contains the model introduced in [StyleDistance: Stronger Content-Independent Style Embeddings with Synthetic Parallel Examples](https://huggingface.co/papers/2410.12757).
+
 StyleDistance is a **style embedding model** that aims to embed texts with similar writing styles closely and different styles far apart, regardless of content. You may find this model useful for stylistic analysis of text, clustering, authorship identfication and verification tasks, and automatic style transfer evaluation.
 
 ## Training Data and Variants of StyleDistance