Add new SentenceTransformer model

README.md

@@ -12,50 +12,51 @@ tags:
 - retrieval
 - reranking
 - generated_from_trainer
-- dataset_size:3587
+- dataset_size:3119809
 - loss:CustomBCELoss
 base_model: Alibaba-NLP/gte-modernbert-base
 widget:
-- source_sentence: Hunter College was originally Lehman College 's uptown campus .
+- source_sentence: Hayley Vaughan portrayed Ripa on the ABC daytime soap opera , ``
+    All My Children `` , between 1990 and 2002 .
   sentences:
-  - Acquired programming includes the Irish soap `` Fair City `` and Finnish drama
-    `` Black Widows `` .
-  - According to the United States Census Bureau , the town has a total area of ;
-    of the area is land and 0.66 % is water .
-  - Hunter College originally was Lehman College Uptown Campus .
-- source_sentence: He hoped to defeat them and then marry Ravonna .
+  - Traxxpad is a music application for Sony 's PlayStation Portable published by
+    Definitive Studios and developed by Eidos Interactive .
+  - Between 1990 and 2002 , Hayley Vaughan Ripa portrayed in the ABC soap opera ``
+    All My Children `` .
+  - Between 1990 and 2002 , Ripa Hayley portrayed Vaughan in the ABC soap opera ``
+    All My Children `` .
+- source_sentence: Olivella monilifera is a species of dwarf sea snail , small gastropod
+    mollusk in the family Olivellidae , the marine olives .
   sentences:
-  - Stillwater Creek received its official name in 1884 when William L. Couch established
-    his `` boomer colony `` on its banks .
-  - Note that the invertible of a matrix is always an exponential matrix .
-  - He hoped to defeat them and marry Ravonna .
-- source_sentence: Born on February 2 , 1984 , Abrar Khan is a professional Pakistani
-    international Kabaddi player .
+  - Olivella monilifera is a species of the dwarf - sea snail , small gastropod mollusk
+    in the Olivellidae family , the marine olives .
+  - He was cut by the Browns after being signed by the Bills in 2013 . He was later
+    released .
+  - Olivella monilifera is a kind of sea snail , marine gastropod mollusk in the Olivellidae
+    family , the dwarf olives .
+- source_sentence: Hayashi said that Mackey `` is a sort of `` of the original model
+    for Tenchi .
   sentences:
-  - Born on February 2 , 1984 , Abrar Khan is a professional Pakistani international
-    Kabaddi player .
-  - Together , the paired mylohyoid muscles form a muscular floor for the oral cavity
-    of the mouth .
-  - Abrar Khan born 2 February 1984 is a Pakistani professional international Kabaddi
-    player .
-- source_sentence: Certainly , `` Lucy was nothing like flat `` in physical form ,
-    social condition , and personality .
+  - In the summer of 2009 , Ellick shot a documentary about Malala Yousafzai .
+  - Hayashi said that Mackey is `` sort of `` the original model for Tenchi .
+  - Mackey said that Hayashi is `` sort of `` the original model for Tenchi .
+- source_sentence: Much of the film was shot on location in Los Angeles and in nearby
+    Burbank and Glendale .
   sentences:
-  - The real number is called the `` imaginary part `` of the real number ; the real
-    number is called the `` complex part `` of .
-  - From the Celebes lake , the captain Bullock observed the appearance of the corona
-    , while Gustav Fritsch accompanied an expedition to Aden .
-  - Certainly `` Lucy was , in physical form , social condition and personality ,
-    nothing like Shallow `` .
-- source_sentence: The trio has performed besides Gesaffelstein , Justice , Bob Moses
-    and Lee Foss .
+  - Much of the film was shot on location in Los Angeles and in nearby Burbank and
+    Glendale .
+  - Much of the film was shot on site in Burbank and Glendale and in the nearby Los
+    Angeles .
+  - Traxxpad is a music application for the Sony PlayStation Portable developed by
+    the Definitive Studios and published by Eidos Interactive .
+- source_sentence: According to him , the earth is the carrier of his artistic work
+    , which is only integrated into the creative process by minimal changes .
   sentences:
-  - The trio has performed besides Gesaffelstein , Justice , Bob Moses and Lee Foss
-    .
-  - The suttas generally contain educational content , while other early Buddhist
-    texts deal with monastic discipline or vinaya .
-  - The trio has performed alongside Bob Moses , Justice , Gesaffelstein and Lee Foss
-    .
+  - National players are Bold players .
+  - According to him , earth is the carrier of his artistic work being integrated
+    into the creative process only by minimal changes .
+  - According to him , earth is the carrier of his creative work being integrated
+    into the artistic process only by minimal changes .
 datasets:
 - redis/langcache-sentencepairs-v2
 pipeline_tag: sentence-similarity
@@ -87,13 +88,13 @@ model-index:
       value: 0.5679885764966713
       name: Cosine Recall@1
     - type: cosine_ndcg@10
-      value: 0.773078207125666
+      value: 0.7729838064849864
       name: Cosine Ndcg@10
     - type: cosine_mrr@1
       value: 0.5861241448475948
       name: Cosine Mrr@1
     - type: cosine_map@100
-      value: 0.7217228927629071
+      value: 0.7216697804426214
       name: Cosine Map@100
 ---
 
@@ -147,9 +148,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("redis/langcache-embed-v3")
 # Run inference
 sentences = [
-    'The trio has performed besides Gesaffelstein , Justice , Bob Moses and Lee Foss .',
-    'The trio has performed besides Gesaffelstein , Justice , Bob Moses and Lee Foss .',
-    'The trio has performed alongside Bob Moses , Justice , Gesaffelstein and Lee Foss .',
+    'According to him , the earth is the carrier of his artistic work , which is only integrated into the creative process by minimal changes .',
+    'According to him , earth is the carrier of his artistic work being integrated into the creative process only by minimal changes .',
+    'According to him , earth is the carrier of his creative work being integrated into the artistic process only by minimal changes .',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -158,9 +159,9 @@ print(embeddings.shape)
 # Get the similarity scores for the embeddings
 similarities = model.similarity(embeddings, embeddings)
 print(similarities)
-# tensor([[0.9961, 0.9961, 0.9844],
-#         [0.9961, 0.9961, 0.9844],
-#         [0.9844, 0.9844, 0.9961]], dtype=torch.bfloat16)
+# tensor([[1.0000, 0.9961, 0.9922],
+#         [0.9961, 1.0000, 0.9961],
+#         [0.9922, 0.9961, 0.9961]], dtype=torch.bfloat16)
 ```
 
 <!--
@@ -196,14 +197,14 @@ You can finetune this model on your own dataset.
 * Dataset: `test`
 * Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
 
-| Metric             | Value      |
-|:-------------------|:-----------|
-| cosine_accuracy@1  | 0.5861     |
-| cosine_precision@1 | 0.5861     |
-| cosine_recall@1    | 0.568      |
-| **cosine_ndcg@10** | **0.7731** |
-| cosine_mrr@1       | 0.5861     |
-| cosine_map@100     | 0.7217     |
+| Metric             | Value     |
+|:-------------------|:----------|
+| cosine_accuracy@1  | 0.5861    |
+| cosine_precision@1 | 0.5861    |
+| cosine_recall@1    | 0.568     |
+| **cosine_ndcg@10** | **0.773** |
+| cosine_mrr@1       | 0.5861    |
+| cosine_map@100     | 0.7217    |
 
 <!--
 ## Bias, Risks and Limitations
@@ -224,19 +225,19 @@ 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-v2)
-* Size: 1,922 training samples
+* Size: 126,938 training samples
 * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
 * Approximate statistics based on the first 1000 samples:
   |         | anchor                                                                            | positive                                                                          | negative                                                                          |
   |:--------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|
   | type    | string                                                                            | string                                                                            | string                                                                            |
-  | details | <ul><li>min: 8 tokens</li><li>mean: 27.26 tokens</li><li>max: 49 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 27.24 tokens</li><li>max: 49 tokens</li></ul> | <ul><li>min: 9 tokens</li><li>mean: 27.09 tokens</li><li>max: 49 tokens</li></ul> |
+  | details | <ul><li>min: 8 tokens</li><li>mean: 27.27 tokens</li><li>max: 49 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 27.27 tokens</li><li>max: 48 tokens</li></ul> | <ul><li>min: 7 tokens</li><li>mean: 26.54 tokens</li><li>max: 61 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                      | positive                                                                                                                                    | negative                                                                                                                                                   |
-  |:--------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <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>At that time , on June 22 , 1754 , Edward Bentham married Bentham Elizabeth Bates ( d . 1790 ) from Hampshire in the nearby county of Alton .</code> |
-  | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                         | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                        | <code>In 2012 , Cornell 5th and Lehigh 8th , Cornell was also 4th in 2013 and 7th in 2014 .</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 , 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>              |
+  | anchor                                                                                                                                      | positive                                                                                                                                      | negative                                                                                                                                      |
+  |:--------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------|
+  | <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>how can I get financial freedom as soon as possible?</code>                                                                             |
+  | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                         | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                          | <code>The older Punts are still very much in existence today and race in the same fleets as the newer boats .</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 , , was located at Turner Valley Bar N Ranch Airport , southwest of 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> |
 * Loss: <code>losses.CustomBCELoss</code>
 
 ### Evaluation Dataset
@@ -244,25 +245,25 @@ 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-v2)
-* Size: 1,922 evaluation samples
+* Size: 126,938 evaluation samples
 * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
 * Approximate statistics based on the first 1000 samples:
   |         | anchor                                                                            | positive                                                                          | negative                                                                          |
   |:--------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|
   | type    | string                                                                            | string                                                                            | string                                                                            |
-  | details | <ul><li>min: 8 tokens</li><li>mean: 27.26 tokens</li><li>max: 49 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 27.24 tokens</li><li>max: 49 tokens</li></ul> | <ul><li>min: 9 tokens</li><li>mean: 27.09 tokens</li><li>max: 49 tokens</li></ul> |
+  | details | <ul><li>min: 8 tokens</li><li>mean: 27.27 tokens</li><li>max: 49 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 27.27 tokens</li><li>max: 48 tokens</li></ul> | <ul><li>min: 7 tokens</li><li>mean: 26.54 tokens</li><li>max: 61 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                      | positive                                                                                                                                    | negative                                                                                                                                                   |
-  |:--------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <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>At that time , on June 22 , 1754 , Edward Bentham married Bentham Elizabeth Bates ( d . 1790 ) from Hampshire in the nearby county of Alton .</code> |
-  | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                         | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                        | <code>In 2012 , Cornell 5th and Lehigh 8th , Cornell was also 4th in 2013 and 7th in 2014 .</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 , 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>              |
+  | anchor                                                                                                                                      | positive                                                                                                                                      | negative                                                                                                                                      |
+  |:--------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------|
+  | <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>how can I get financial freedom as soon as possible?</code>                                                                             |
+  | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                         | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                          | <code>The older Punts are still very much in existence today and race in the same fleets as the newer boats .</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 , , was located at Turner Valley Bar N Ranch Airport , southwest of 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> |
 * Loss: <code>losses.CustomBCELoss</code>
 
 ### Training Logs
 | Epoch | Step | test_cosine_ndcg@10 |
 |:-----:|:----:|:-------------------:|
-| -1    | -1   | 0.7731              |
+| -1    | -1   | 0.7730              |
 
 
 ### Framework Versions

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:101e6d51a3bcf3b334098c04557b82cbb0cc0e364fd85abb022b2062eacab4e7
+oid sha256:95d02211c4cca89113f9f3e93ed91f5176bf50170faa2cb835f7bfea15bb9dd2
 size 298041696