Add new SentenceTransformer model

README.md

@@ -16,50 +16,53 @@ tags:
 - loss:MultipleNegativesSymmetricRankingLoss
 base_model: Alibaba-NLP/gte-modernbert-base
 widget:
-- source_sentence: In 2015 Adolf Hitler appeared in the kickstarter short movie ``
-    Kung Fury `` as Taccone ( A.K.A .
+- source_sentence: 'See Precambrian time scale # Proposed Geologic timeline for another
+    set of periods 4600 -- 541 MYA .'
   sentences:
-  - In 2015 , Adolf Hitler appeared in the Kickstarter - short film `` Kung Fury ``
-    as Taccone ( A.K.A .
-  - In 1795 , the only white residents were Dr. John Laidley and two brothers with
-    the surname Ainslie .
-  - The 125th University Match was played in March 2014 at the Rye Golf Club , Oxford
-    , East Sussex won the game 8.5 - 6.5 .
-- source_sentence: From 1973 to 1974 , Aubrey toured with the Cambridge Theatre Company
-    as Diggory in `` She Stoops to Conquer `` and again as Aguecheek .
+  - In 2014 election , Biju Janata Dal candidate Tathagat Satapathy Bharatiya Janata
+    party candidate Rudra Narayan Pany defeated with a margin of 1.37,340 votes .
+  - In Scotland , the Strathclyde Partnership for Transport , formerly known as Strathclyde
+    Passenger Transport Executive , comprises the former Strathclyde region , which
+    includes the urban area around Glasgow .
+  - 'See Precambrian Time Scale # Proposed Geological Timeline for another set of
+    periods of 4600 -- 541 MYA .'
+- source_sentence: It is also 5 kilometers northeast of Tamaqua , 27 miles south of
+    Allentown and 9 miles northwest of Hazleton .
   sentences:
-  - Oxide can be reduced to metallic samarium at higher temperatures by heating with
-    a reducing agent such as hydrogen or carbon monoxide .
-  - From 1973 to 1974 Aguecheek toured with the Cambridge Theatre Company as Diggory
-    in `` You Stoops to Conquer `` and again as Aubrey .
-  - The medals were presented by Barry Maister , IOC member , New Zealand and Sarah
-    Webb Gosling , Vice President of World Sailing .
-- source_sentence: There is no official wall on the border , although there are sections
-    of fence near populated areas and continuous border crossings .
+  - In 1948 he moved to Massachusetts , and eventually settled in Vermont .
+  - Suddenly I remembered that I was a New Zealander , I caught the first plane home
+    and came back .
+  - It is also 5 miles northeast of Tamaqua , 27 miles south of Allentown , and 9
+    miles northwest of Hazleton .
+- source_sentence: The party has a Member of Parliament , a member of the House of
+    Lords , three members of the London Assembly and two Members of the European Parliament
+    .
   sentences:
-  - The 2014 -- 15 Boston Bruins season was the 91st season for the National Hockey
-    League franchise that was established on November 1 , 1924 .
-  - He was trained by the Inghams and owned by John Hawkes .
-  - There is no continuous wall on the border , although there are fence sections
-    near populated areas and official border crossings .
-- source_sentence: Capital . `` The French established similar hill stations in Indochina
-    , such as Dalat built in 1921 .
+  - The party has one Member of Parliament , one member of the House of Lords , three
+    Members of the London Assembly and two Members of the European Parliament .
+  - Grapsid crabs dominate in Australia , Malaysia and Panama , while gastropods Cerithidea
+    scalariformis and Melampus coeffeus are important seed predators in Florida mangroves
+    .
+  - Music Story is a music service website and international music data provider that
+    curates , aggregates and analyses metadata for digital music services .
+- source_sentence: 'The play received two 1969 Tony Award nominations : Best Actress
+    in a Play ( Michael Annals ) and Best Costume Design ( Charlotte Rae ) .'
   sentences:
-  - Lubuk China is a small town in Alor Gajah District , Melaka , Malaysia . It is
-    situated near the border with Negeri Sembilan .
-  - The French established similar hill stations in Indochina , such as Dalat , built
-    in 1921 .
-  - John Potts ( or Pott ) was a doctor and colonial governor of Virginia in the Jamestown
-    settlement at Virginia Colony in the early 17th century .
-- source_sentence: The band pursued `` signals `` in January 2012 in three weeks ,
-    and drums were recorded in a day and a half .
+  - Ravishanker is a fellow of the International Statistical Institute and an elected
+    member of the American Statistical Association .
+  - 'In 1969 , the play received two Tony - Award nominations : Best Actress in a
+    Theatre Play ( Michael Annals ) and Best Costume Design ( Charlotte Rae ) .'
+  - AMD and Nvidia both have proprietary methods of scaling , CrossFireX for AMD ,
+    and SLI for Nvidia .
+- source_sentence: He was a close friend of Ángel Cabrera and is a cousin of golfer
+    Tony Croatto .
   sentences:
-  - It was repaired at the beginning of the 20th century and is listed as closed in
-    our records .
-  - The band tracked `` Signals `` in three weeks in January 2012 . Drums were recorded
-    in a day and a half .
-  - Contributors include actor Anton LaVey , Satanist Christopher Lee , serial killer
-    expert Clive Barker , author Karen Greenlee , and necrophile Robert Ressler .
+  - He was a close friend of Ángel Cabrera , and is a cousin of golfer Tony Croatto
+    .
+  - Eugenijus Bartulis ( born December 7 , 1949 in Kaunas ) is a Lithuanian Roman
+    Catholic priest , and Bishop of Šiauliai .
+  - UWIRE also distributes its members content to professional media outlets , including
+    Yahoo , CNN and CBS News .
 datasets:
 - redis/langcache-sentencepairs-v1
 pipeline_tag: sentence-similarity
@@ -159,9 +162,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("redis/langcache-embed-v3")
 # Run inference
 sentences = [
-    'The band pursued `` signals `` in January 2012 in three weeks , and drums were recorded in a day and a half .',
-    'The band tracked `` Signals `` in three weeks in January 2012 . Drums were recorded in a day and a half .',
-    'Contributors include actor Anton LaVey , Satanist Christopher Lee , serial killer expert Clive Barker , author Karen Greenlee , and necrophile Robert Ressler .',
+    'He was a close friend of Ángel Cabrera and is a cousin of golfer Tony Croatto .',
+    'He was a close friend of Ángel Cabrera , and is a cousin of golfer Tony Croatto .',
+    'UWIRE also distributes its members content to professional media outlets , including Yahoo , CNN and CBS News .',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -170,9 +173,9 @@ print(embeddings.shape)
 # Get the similarity scores for the embeddings
 similarities = model.similarity(embeddings, embeddings)
 print(similarities)
-# tensor([[0.9961, 0.9570, 0.4941],
-#         [0.9570, 0.9961, 0.5078],
-#         [0.4941, 0.5078, 1.0000]], dtype=torch.bfloat16)
+# tensor([[0.9922, 0.9922, 0.5352],
+#         [0.9922, 0.9961, 0.5391],
+#         [0.5352, 0.5391, 1.0000]], dtype=torch.bfloat16)
 ```
 
 <!--
@@ -238,19 +241,19 @@ You can finetune this model on your own dataset.
 #### LangCache Sentence Pairs (all)
 
 * Dataset: [LangCache Sentence Pairs (all)](https://huggingface.co/datasets/redis/langcache-sentencepairs-v1)
-* Size: 62,021 training samples
+* Size: 26,850 training samples
 * Columns: <code>sentence1</code>, <code>sentence2</code>, and <code>label</code>
 * Approximate statistics based on the first 1000 samples:
-  |         | sentence1                                                                         | sentence2                                                                         | label                                           |
-  |:--------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:------------------------------------------------|
-  | type    | string                                                                            | string                                                                            | int                                             |
-  | details | <ul><li>min: 8 tokens</li><li>mean: 27.46 tokens</li><li>max: 53 tokens</li></ul> | <ul><li>min: 9 tokens</li><li>mean: 27.36 tokens</li><li>max: 52 tokens</li></ul> | <ul><li>0: ~50.30%</li><li>1: ~49.70%</li></ul> |
+  |         | sentence1                                                                         | sentence2                                                                         | label                        |
+  |:--------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-----------------------------|
+  | type    | string                                                                            | string                                                                            | int                          |
+  | details | <ul><li>min: 8 tokens</li><li>mean: 27.35 tokens</li><li>max: 53 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 27.27 tokens</li><li>max: 52 tokens</li></ul> | <ul><li>1: 100.00%</li></ul> |
 * Samples:
-  | sentence1                                                                                                                                   | sentence2                                                                                                                                     | label          |
-  |:--------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------|:---------------|
-  | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                        | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                           | <code>1</code> |
-  | <code>Turner Valley , was at the Turner Valley Bar N Ranch Airport , southwest of the Turner Valley Bar N Ranch , Alberta , Canada .</code> | <code>Turner Valley Bar N Ranch Airport , , was located at Turner Valley Bar N Ranch , southwest of Turner Valley , Alberta , Canada .</code> | <code>0</code> |
-  | <code>After losing his second election , he resigned as opposition leader and was replaced by Geoff Pearsall .</code>                       | <code>Max Bingham resigned as opposition leader after losing his second election , and was replaced by Geoff Pearsall .</code>                | <code>1</code> |
+  | sentence1                                                                                                             | sentence2                                                                                                                      | label          |
+  |:----------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------|:---------------|
+  | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>  | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>            | <code>1</code> |
+  | <code>After losing his second election , he resigned as opposition leader and was replaced by Geoff Pearsall .</code> | <code>Max Bingham resigned as opposition leader after losing his second election , and was replaced by Geoff Pearsall .</code> | <code>1</code> |
+  | <code>The 12F was officially homologated on August 21 , 1929 and exhibited at the Paris Salon in 1930 .</code>        | <code>The 12F was officially homologated on 21 August 1929 and displayed at the 1930 Paris Salon .</code>                      | <code>1</code> |
 * Loss: [<code>MultipleNegativesSymmetricRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativessymmetricrankingloss) with these parameters:
   ```json
   {
@@ -265,19 +268,19 @@ You can finetune this model on your own dataset.
 #### LangCache Sentence Pairs (all)
 
 * Dataset: [LangCache Sentence Pairs (all)](https://huggingface.co/datasets/redis/langcache-sentencepairs-v1)
-* Size: 62,021 evaluation samples
+* Size: 26,850 evaluation samples
 * Columns: <code>sentence1</code>, <code>sentence2</code>, and <code>label</code>
 * Approximate statistics based on the first 1000 samples:
-  |         | sentence1                                                                         | sentence2                                                                         | label                                           |
-  |:--------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:------------------------------------------------|
-  | type    | string                                                                            | string                                                                            | int                                             |
-  | details | <ul><li>min: 8 tokens</li><li>mean: 27.46 tokens</li><li>max: 53 tokens</li></ul> | <ul><li>min: 9 tokens</li><li>mean: 27.36 tokens</li><li>max: 52 tokens</li></ul> | <ul><li>0: ~50.30%</li><li>1: ~49.70%</li></ul> |
+  |         | sentence1                                                                         | sentence2                                                                         | label                        |
+  |:--------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-----------------------------|
+  | type    | string                                                                            | string                                                                            | int                          |
+  | details | <ul><li>min: 8 tokens</li><li>mean: 27.35 tokens</li><li>max: 53 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 27.27 tokens</li><li>max: 52 tokens</li></ul> | <ul><li>1: 100.00%</li></ul> |
 * Samples:
-  | sentence1                                                                                                                                   | sentence2                                                                                                                                     | label          |
-  |:--------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------|:---------------|
-  | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                        | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                           | <code>1</code> |
-  | <code>Turner Valley , was at the Turner Valley Bar N Ranch Airport , southwest of the Turner Valley Bar N Ranch , Alberta , Canada .</code> | <code>Turner Valley Bar N Ranch Airport , , was located at Turner Valley Bar N Ranch , southwest of Turner Valley , Alberta , Canada .</code> | <code>0</code> |
-  | <code>After losing his second election , he resigned as opposition leader and was replaced by Geoff Pearsall .</code>                       | <code>Max Bingham resigned as opposition leader after losing his second election , and was replaced by Geoff Pearsall .</code>                | <code>1</code> |
+  | sentence1                                                                                                             | sentence2                                                                                                                      | label          |
+  |:----------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------|:---------------|
+  | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>  | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>            | <code>1</code> |
+  | <code>After losing his second election , he resigned as opposition leader and was replaced by Geoff Pearsall .</code> | <code>Max Bingham resigned as opposition leader after losing his second election , and was replaced by Geoff Pearsall .</code> | <code>1</code> |
+  | <code>The 12F was officially homologated on August 21 , 1929 and exhibited at the Paris Salon in 1930 .</code>        | <code>The 12F was officially homologated on 21 August 1929 and displayed at the 1930 Paris Salon .</code>                      | <code>1</code> |
 * Loss: [<code>MultipleNegativesSymmetricRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativessymmetricrankingloss) with these parameters:
   ```json
   {

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2436bd6a57ba4489ec4f129a2afc8517adaad6486ea6331ba055bc4c6ed07f24
+oid sha256:95d02211c4cca89113f9f3e93ed91f5176bf50170faa2cb835f7bfea15bb9dd2
 size 298041696