Add new SentenceTransformer model

README.md

@@ -7,132 +7,168 @@ tags:
 - sentence-similarity
 - feature-extraction
 - generated_from_trainer
-- dataset_size:318
+- dataset_size:321
 - loss:MatryoshkaLoss
 - loss:MultipleNegativesRankingLoss
 base_model: nomic-ai/modernbert-embed-base
 widget:
-- source_sentence: What type of deal did Conan O'Brien sign with SiriusXM?
+- source_sentence: Since what year have they been married?
   sentences:
-  - 'References:
-
-    - ([Andy Richter Net Worth | Celebrity Net Worth](https://www.celebritynetworth.com))
-
+  - 'Graph: Team Coco Knowledge Graph
 
-    Media:
+    Node ID: 2015_conan_cuba
 
-    - image: https://upload.wikimedia.org/wikipedia/commons/8/8f/Conan_O%27Brien_and_Andy_Richter.jpg
+    Category: events
 
-    - video: https://www.youtube.com/watch?v=WKLSAeIuK-8'
-  - "Description: Max Weinberg led the band on 'Late Night' and 'The Tonight Show\
-    \ with Conan O'Brien' before departing in 2010.\n- TBS-era bandleader jimmy_vivino\
-    \ (Strength: strong)\n  Description: Jimmy Vivino took over as bandleader on Conan's\
-    \ TBS show after Max Weinberg stepped away.\n- Spouse liza_powel_obrien (Strength:\
-    \ very strong)"
-  - "Relationships:\n- Owner team_coco (Strength: strong)\n  Description: SiriusXM\
-    \ owns Team Coco and its digital content library.\n- On-air talent conan_obrien\
-    \ (Strength: strong)\n  Description: Conan signed a multi-year deal with SiriusXM\
-    \ to produce content.\n\nAwards and Recognitions:\n- Leader in comedy audio"
-- source_sentence: What webcomic did Pierre Bernard co-create with Conan O'Brien?
-  sentences:
-  - 'Graph: Team Coco Knowledge Graph
+    Name: Conan in Cuba
 
-    Node ID: pierre_bernard
+    Type: Event
 
-    Category: people
 
-    Name: Pierre Bernard
+    Description: Conan O''Brien traveled to Havana to film a historic episode—the
+    first by an American late-night host in over 50 years—part of his ''Conan Without
+    Borders'' specials.
 
-    Type: Person
 
+    Relationships:
 
-    Description: Pierre Bernard is a graphic artist recognized for his illustration
-    work on Conan O''Brien''s shows and for co-creating the ''Morrigan Webcomic''
-    with Conan.'
-  - "Relationships:\n- Host conan_obrien (Strength: creator)\n  Description: Conan\
-    \ developed his comedic voice on 'Late Night'.\n- Original sidekick andy_richter\
-    \ (Strength: core cast)\n  Description: Andy Richter contributed greatly to the\
-    \ show's dynamic.\n- Network nbc (Strength: parent)\n  Description: 'Late Night'\
-    \ was produced and aired on NBC.\n- Production company conaco (Strength: partner)"
-  - "Relationships:\n- Host & friend conan_obrien (Strength: very strong)\n  Description:\
-    \ Andy has been Conan's primary collaborator across multiple talk shows and tours.\n\
-    - Performer team_coco (Strength: strong)\n  Description: Andy is a prominent member\
-    \ of Team Coco, hosting live events and his own podcast series."
-- source_sentence: What type of entity is Liza Powel O'Brien classified as?
+    - Host conan_obrien
+
+    - Occurred during conan_tbs'
+  - 'Description: Liza Powel O''Brien is an American playwright and podcast host.
+    She met Conan O''Brien in 2000 while working at an advertising agency, and they
+    married in 2002. She has written numerous plays staged at theaters like the Geffen
+    Playhouse and Ojai Playwrights Conference, and in 2022 she launched the history
+    podcast "Significant Others" on Conan''s Team Coco network.'
+  - "Relationships:\n- Spouse conan_obrien (Strength: very strong)\n  Description:\
+    \ Married since 2002; they have two children together.\n- Podcast host team_coco\
+    \ (Strength: moderate)\n  Description: Hosts the \"Significant Others\" podcast\
+    \ under the Team Coco banner."
+- source_sentence: Which team produced Conan's final late night episode?
   sentences:
   - 'Graph: Team Coco Knowledge Graph
 
-    Node ID: 2010_nbc_conflict
+    Node ID: 2021_conan_finale
 
     Category: events
 
-    Name: 2010 Tonight Show Conflict
+    Name: Conan''s Final Late Night Episode
 
     Type: Event
 
 
-    Description: A public and professional clash in 2010 when NBC reinstated Jay Leno
-    as host of ''The Tonight Show'', leading Conan to leave the network.
+    Description: The final episode of ''Conan'' on TBS, marking the end of Conan O''Brien''s
+    28-year run as a late-night host with heartfelt goodbyes and memorable comedy
+    moments.
 
 
     Relationships:
 
-    - Key figure conan_obrien
+    - Honoree conan_obrien
 
-    - Network nbc'
-  - "Relationships:\n- Late-night host conan_obrien (Strength: strong)\n  Description:\
-    \ Conan headlined TBS's late-night lineup for 11 years.\n- Digital content partner\
-    \ team_coco (Strength: strong)\n  Description: Team Coco produced many online\
-    \ segments during the TBS era.\n\nAwards and Recognitions:\n- Innovative blend\
-    \ of on-air and online content\n- Consistent ratings success"
-  - 'Graph: Team Coco Knowledge Graph
-
-    Node ID: liza_powel_obrien
+    - Participant andy_richter
 
-    Category: people
+    - Producer team_coco'
+  - 'References:
 
-    Name: Liza Powel O''Brien
+    - ([Conan O''Brien - Wikipedia](https://en.wikipedia.org/wiki/Conan_O%27Brien))
 
-    Type: Person'
-- source_sentence: What is the name of the podcast production team?
+    - ([Andy Richter Net Worth | Celebrity Net Worth](https://www.celebritynetworth.com))'
+  - 'Description: Airing on SiriusXM''s Team Coco Radio channel.'
+- source_sentence: What type of document is referenced for the tour?
   sentences:
-  - 'Description: Smigel voices and operates the Triumph puppet in comedic sketches.'
+  - "Relationships:\n- Late-night host conan_obrien (Strength: core talent)\n  Description:\
+    \ Conan's break in late night came through NBC.\n- Production partner conaco (Strength:\
+    \ strong)\n  Description: NBC worked with Conaco on Conan's shows.\n\nAwards and\
+    \ Recognitions:\n- Legacy of late-night programming"
   - 'Major Events:
 
-    - 1954 ''Tonight'' Launch – Established late-night TV with ''The Tonight Show''.
+    - 1993 Joined ''Late Night'' with Conan
 
-    - 2009 Transition – Briefly handed ''Tonight'' to Conan, then reinstated Leno.'
-  - "- Producer team_coco (Strength: parent)\n  Description: The podcast is produced\
-    \ by Team Coco in partnership with Stitcher's Earwolf."
-- source_sentence: What role did Andy Richter have when he joined 'Late Night'?
+    - 2009 Transitioned to ''The Tonight Show''
+
+    - 2010 Concluded run as Conan''s bandleader'
+  - 'References:
+
+    - ([The Legally Prohibited from Being Funny on Television Tour - Wikipedia](https://en.wikipedia.org/wiki/The_Legally_Prohibited_from_Being_Funny_on_Television_Tour))'
+- source_sentence: In what year did Triumph the Insult Comic Dog debut?
   sentences:
+  - "Relationships:\n- Host-guest (Prankster) conan_obrien (Strength: moderate)\n\
+    \  Description: Repeatedly played the 'Mac and Me' gag, to Conan's feigned exasperation.\n\
+    \nMajor Events:\n- 2004 First Mac and Me Gag on 'Late Night'\n- 2021 Final TBS\
+    \ Show Prank cameo"
+  - 'Awards and Recognitions:
+
+    - MFA in Fiction Writing from Columbia University
+
+    - Playwright with works at the Geffen Playhouse and Ojai Playwrights Conference
+
+    - Host of the "Significant Others" podcast (2022–present)'
   - 'Graph: Team Coco Knowledge Graph
 
-    Node ID: jeff_ross_producer
+    Node ID: triumph_insult_comic_dog
 
-    Category: people
+    Category: creative works
 
-    Name: Jeff Ross (Producer)
+    Name: Triumph the Insult Comic Dog
 
-    Type: Person
+    Type: Puppet character
 
 
-    Description: Jeff Ross is a television producer who has served as Conan O''Brien''s
-    executive producer since 1993. He is a key business partner in Conan''s media
-    ventures and helped establish the Team Coco brand.'
-  - 'Collaboration Timeline:
+    Description: A recurring canine puppet character, voiced by Robert Smigel, that
+    debuted on Conan''s ''Late Night'' in 1997, known for roasting celebrities and
+    absurd humor.
+
+
+    Relationships:
+
+    - Creator/performer robert_smigel
+
+    - Host platform conan_obrien'
+- source_sentence: Who are the hosts of The Conan & Jordan Show?
+  sentences:
+  - 'Awards and Recognitions:
 
-    - 1993: Joined Conan''s ''Late Night'' as sidekick ([Late Night with Conan O''Brien
-    - Wikipedia](https://en.wikipedia.org/wiki/Late_Night_with_Conan_O%27Brien))
+    - 7 Primetime Emmy nominations for writing on Conan''s shows
 
-    - 2000: Left ''Late Night'' to pursue acting ([Andy Richter - Wikipedia](https://en.wikipedia.org/wiki/Andy_Richter))
+    - 10 WGA Award nominations (with 2 wins)
 
-    - 2009: Reunited with Conan as announcer for NBC''s ''Tonight Show'''
-  - "Relationships:\n- Founder & figurehead conan_obrien (Strength: very strong)\n\
-    \  Description: Conan drives the creative vision of Team Coco.\n- Parent company\
-    \ siriusxm (Strength: strong)\n  Description: SiriusXM acquired Team Coco in 2022.\n\
-    - Production partner conaco (Strength: strong)\n  Description: Team Coco collaborates\
-    \ with Conaco to produce Conan's TV and streaming content."
+    - 2 Daytime Emmy nominations for Animated Program performance
+
+
+    Major Events:
+
+    - 1993 Late Night Debut – Joined Conan''s first show as sidekick.
+
+    - 2000 Departure – Left ''Late Night'' to pursue acting.
+
+    - 2010 Tour & TBS Move – Reunited with Conan on the live tour and TBS.'
+  - 'Graph: Team Coco Knowledge Graph
+
+    Node ID: the_conan_and_jordan_show
+
+    Category: shows
+
+    Name: The Conan & Jordan Show (radio program)
+
+    Type: Show
+
+
+    Description: A spin-off audio series on SiriusXM''s Team Coco Radio, launched
+    in 2023, featuring Conan O''Brien and Jordan Schlansky continuing their comedic
+    odd-couple dynamic.'
+  - 'Major Events:
+
+    - 2010 Premiere – ''Conan'' debuted on TBS.
+
+    - 2015 ''Conan Without Borders'' – International travel specials aired.
+
+    - 2021 Finale – Conan ended his TBS run.
+
+
+    References:
+
+    - ([Conan O''Brien - Wikipedia](https://en.wikipedia.org/wiki/Conan_O%27Brien))'
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 metrics:
@@ -168,10 +204,10 @@ model-index:
       value: 0.8611111111111112
       name: Cosine Accuracy@3
     - type: cosine_accuracy@5
-      value: 0.8888888888888888
+      value: 0.9166666666666666
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
-      value: 1.0
+      value: 0.9444444444444444
       name: Cosine Accuracy@10
     - type: cosine_precision@1
       value: 0.7222222222222222
@@ -180,10 +216,10 @@ model-index:
       value: 0.2870370370370371
       name: Cosine Precision@3
     - type: cosine_precision@5
-      value: 0.1777777777777778
+      value: 0.18333333333333338
       name: Cosine Precision@5
     - type: cosine_precision@10
-      value: 0.10000000000000002
+      value: 0.09444444444444446
       name: Cosine Precision@10
     - type: cosine_recall@1
       value: 0.7222222222222222
@@ -192,19 +228,19 @@ model-index:
       value: 0.8611111111111112
       name: Cosine Recall@3
     - type: cosine_recall@5
-      value: 0.8888888888888888
+      value: 0.9166666666666666
       name: Cosine Recall@5
     - type: cosine_recall@10
-      value: 1.0
+      value: 0.9444444444444444
       name: Cosine Recall@10
     - type: cosine_ndcg@10
-      value: 0.8504185091821412
+      value: 0.8363985989991439
       name: Cosine Ndcg@10
     - type: cosine_mrr@10
-      value: 0.8041225749559083
+      value: 0.800925925925926
       name: Cosine Mrr@10
     - type: cosine_map@100
-      value: 0.8041225749559082
+      value: 0.8041634291634291
       name: Cosine Map@100
   - task:
       type: information-retrieval
@@ -217,46 +253,46 @@ model-index:
       value: 0.6944444444444444
       name: Cosine Accuracy@1
     - type: cosine_accuracy@3
-      value: 0.8333333333333334
+      value: 0.8888888888888888
       name: Cosine Accuracy@3
     - type: cosine_accuracy@5
-      value: 0.8611111111111112
+      value: 0.9166666666666666
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
-      value: 1.0
+      value: 0.9722222222222222
       name: Cosine Accuracy@10
     - type: cosine_precision@1
       value: 0.6944444444444444
       name: Cosine Precision@1
     - type: cosine_precision@3
-      value: 0.27777777777777785
+      value: 0.29629629629629634
       name: Cosine Precision@3
     - type: cosine_precision@5
-      value: 0.17222222222222225
+      value: 0.18333333333333335
       name: Cosine Precision@5
     - type: cosine_precision@10
-      value: 0.10000000000000002
+      value: 0.09722222222222224
       name: Cosine Precision@10
     - type: cosine_recall@1
       value: 0.6944444444444444
       name: Cosine Recall@1
     - type: cosine_recall@3
-      value: 0.8333333333333334
+      value: 0.8888888888888888
       name: Cosine Recall@3
     - type: cosine_recall@5
-      value: 0.8611111111111112
+      value: 0.9166666666666666
       name: Cosine Recall@5
     - type: cosine_recall@10
-      value: 1.0
+      value: 0.9722222222222222
       name: Cosine Recall@10
     - type: cosine_ndcg@10
-      value: 0.8349549866777143
+      value: 0.8349701465406345
       name: Cosine Ndcg@10
     - type: cosine_mrr@10
-      value: 0.7842151675485008
+      value: 0.7909722222222222
       name: Cosine Mrr@10
     - type: cosine_map@100
-      value: 0.7842151675485008
+      value: 0.791703216374269
       name: Cosine Map@100
   - task:
       type: information-retrieval
@@ -266,49 +302,49 @@ model-index:
       type: dim_256
     metrics:
     - type: cosine_accuracy@1
-      value: 0.6944444444444444
+      value: 0.6666666666666666
       name: Cosine Accuracy@1
     - type: cosine_accuracy@3
-      value: 0.8333333333333334
+      value: 0.8611111111111112
       name: Cosine Accuracy@3
     - type: cosine_accuracy@5
-      value: 0.8611111111111112
+      value: 0.9166666666666666
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
-      value: 1.0
+      value: 0.9444444444444444
       name: Cosine Accuracy@10
     - type: cosine_precision@1
-      value: 0.6944444444444444
+      value: 0.6666666666666666
       name: Cosine Precision@1
     - type: cosine_precision@3
-      value: 0.27777777777777785
+      value: 0.28703703703703703
       name: Cosine Precision@3
     - type: cosine_precision@5
-      value: 0.17222222222222225
+      value: 0.18333333333333335
       name: Cosine Precision@5
     - type: cosine_precision@10
-      value: 0.10000000000000002
+      value: 0.09444444444444446
       name: Cosine Precision@10
     - type: cosine_recall@1
-      value: 0.6944444444444444
+      value: 0.6666666666666666
       name: Cosine Recall@1
     - type: cosine_recall@3
-      value: 0.8333333333333334
+      value: 0.8611111111111112
       name: Cosine Recall@3
     - type: cosine_recall@5
-      value: 0.8611111111111112
+      value: 0.9166666666666666
       name: Cosine Recall@5
     - type: cosine_recall@10
-      value: 1.0
+      value: 0.9444444444444444
       name: Cosine Recall@10
     - type: cosine_ndcg@10
-      value: 0.8363970656972288
+      value: 0.8074890903790802
       name: Cosine Ndcg@10
     - type: cosine_mrr@10
-      value: 0.7866071428571428
+      value: 0.7627314814814814
       name: Cosine Mrr@10
     - type: cosine_map@100
-      value: 0.7866071428571428
+      value: 0.7662037037037037
       name: Cosine Map@100
   - task:
       type: information-retrieval
@@ -318,49 +354,49 @@ model-index:
       type: dim_128
     metrics:
     - type: cosine_accuracy@1
-      value: 0.6111111111111112
+      value: 0.6388888888888888
       name: Cosine Accuracy@1
     - type: cosine_accuracy@3
-      value: 0.7777777777777778
+      value: 0.8611111111111112
       name: Cosine Accuracy@3
     - type: cosine_accuracy@5
-      value: 0.8055555555555556
+      value: 0.9166666666666666
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
-      value: 0.9722222222222222
+      value: 0.9444444444444444
       name: Cosine Accuracy@10
     - type: cosine_precision@1
-      value: 0.6111111111111112
+      value: 0.6388888888888888
       name: Cosine Precision@1
     - type: cosine_precision@3
-      value: 0.2592592592592593
+      value: 0.2870370370370371
       name: Cosine Precision@3
     - type: cosine_precision@5
-      value: 0.16111111111111112
+      value: 0.18333333333333338
       name: Cosine Precision@5
     - type: cosine_precision@10
-      value: 0.09722222222222224
+      value: 0.09444444444444446
       name: Cosine Precision@10
     - type: cosine_recall@1
-      value: 0.6111111111111112
+      value: 0.6388888888888888
       name: Cosine Recall@1
     - type: cosine_recall@3
-      value: 0.7777777777777778
+      value: 0.8611111111111112
       name: Cosine Recall@3
     - type: cosine_recall@5
-      value: 0.8055555555555556
+      value: 0.9166666666666666
       name: Cosine Recall@5
     - type: cosine_recall@10
-      value: 0.9722222222222222
+      value: 0.9444444444444444
       name: Cosine Recall@10
     - type: cosine_ndcg@10
-      value: 0.7747574471542903
+      value: 0.803777679552595
       name: Cosine Ndcg@10
     - type: cosine_mrr@10
-      value: 0.7143077601410934
+      value: 0.7574074074074074
       name: Cosine Mrr@10
     - type: cosine_map@100
-      value: 0.7158509700176366
+      value: 0.7597654530591711
       name: Cosine Map@100
   - task:
       type: information-retrieval
@@ -370,49 +406,49 @@ model-index:
       type: dim_64
     metrics:
     - type: cosine_accuracy@1
-      value: 0.5
+      value: 0.6111111111111112
       name: Cosine Accuracy@1
     - type: cosine_accuracy@3
-      value: 0.6944444444444444
+      value: 0.7777777777777778
       name: Cosine Accuracy@3
     - type: cosine_accuracy@5
-      value: 0.8055555555555556
+      value: 0.8333333333333334
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
       value: 0.9166666666666666
       name: Cosine Accuracy@10
     - type: cosine_precision@1
-      value: 0.5
+      value: 0.6111111111111112
       name: Cosine Precision@1
     - type: cosine_precision@3
-      value: 0.23148148148148145
+      value: 0.2592592592592593
       name: Cosine Precision@3
     - type: cosine_precision@5
-      value: 0.16111111111111112
+      value: 0.16666666666666669
       name: Cosine Precision@5
     - type: cosine_precision@10
       value: 0.09166666666666669
       name: Cosine Precision@10
     - type: cosine_recall@1
-      value: 0.5
+      value: 0.6111111111111112
       name: Cosine Recall@1
     - type: cosine_recall@3
-      value: 0.6944444444444444
+      value: 0.7777777777777778
       name: Cosine Recall@3
     - type: cosine_recall@5
-      value: 0.8055555555555556
+      value: 0.8333333333333334
       name: Cosine Recall@5
     - type: cosine_recall@10
       value: 0.9166666666666666
       name: Cosine Recall@10
     - type: cosine_ndcg@10
-      value: 0.6915040161197078
+      value: 0.7608354868794361
       name: Cosine Ndcg@10
     - type: cosine_mrr@10
-      value: 0.6216049382716049
+      value: 0.7111441798941799
       name: Cosine Mrr@10
     - type: cosine_map@100
-      value: 0.6252403054619593
+      value: 0.7139831037236697
       name: Cosine Map@100
 ---
 
@@ -466,9 +502,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("densonsmith/modernbert-embed-quickb")
 # Run inference
 sentences = [
-    "What role did Andy Richter have when he joined 'Late Night'?",
-    "Collaboration Timeline:\n- 1993: Joined Conan's 'Late Night' as sidekick ([Late Night with Conan O'Brien - Wikipedia](https://en.wikipedia.org/wiki/Late_Night_with_Conan_O%27Brien))\n- 2000: Left 'Late Night' to pursue acting ([Andy Richter - Wikipedia](https://en.wikipedia.org/wiki/Andy_Richter))\n- 2009: Reunited with Conan as announcer for NBC's 'Tonight Show'",
-    "Graph: Team Coco Knowledge Graph\nNode ID: jeff_ross_producer\nCategory: people\nName: Jeff Ross (Producer)\nType: Person\n\nDescription: Jeff Ross is a television producer who has served as Conan O'Brien's executive producer since 1993. He is a key business partner in Conan's media ventures and helped establish the Team Coco brand.",
+    'Who are the hosts of The Conan & Jordan Show?',
+    "Graph: Team Coco Knowledge Graph\nNode ID: the_conan_and_jordan_show\nCategory: shows\nName: The Conan & Jordan Show (radio program)\nType: Show\n\nDescription: A spin-off audio series on SiriusXM's Team Coco Radio, launched in 2023, featuring Conan O'Brien and Jordan Schlansky continuing their comedic odd-couple dynamic.",
+    "Awards and Recognitions:\n- 7 Primetime Emmy nominations for writing on Conan's shows\n- 10 WGA Award nominations (with 2 wins)\n- 2 Daytime Emmy nominations for Animated Program performance\n\nMajor Events:\n- 1993 Late Night Debut – Joined Conan's first show as sidekick.\n- 2000 Departure – Left 'Late Night' to pursue acting.\n- 2010 Tour & TBS Move – Reunited with Conan on the live tour and TBS.",
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -515,21 +551,21 @@ You can finetune this model on your own dataset.
 
 | Metric              | dim_768    | dim_512   | dim_256    | dim_128    | dim_64     |
 |:--------------------|:-----------|:----------|:-----------|:-----------|:-----------|
-| cosine_accuracy@1   | 0.7222     | 0.6944    | 0.6944     | 0.6111     | 0.5        |
-| cosine_accuracy@3   | 0.8611     | 0.8333    | 0.8333     | 0.7778     | 0.6944     |
-| cosine_accuracy@5   | 0.8889     | 0.8611    | 0.8611     | 0.8056     | 0.8056     |
-| cosine_accuracy@10  | 1.0        | 1.0       | 1.0        | 0.9722     | 0.9167     |
-| cosine_precision@1  | 0.7222     | 0.6944    | 0.6944     | 0.6111     | 0.5        |
-| cosine_precision@3  | 0.287      | 0.2778    | 0.2778     | 0.2593     | 0.2315     |
-| cosine_precision@5  | 0.1778     | 0.1722    | 0.1722     | 0.1611     | 0.1611     |
-| cosine_precision@10 | 0.1        | 0.1       | 0.1        | 0.0972     | 0.0917     |
-| cosine_recall@1     | 0.7222     | 0.6944    | 0.6944     | 0.6111     | 0.5        |
-| cosine_recall@3     | 0.8611     | 0.8333    | 0.8333     | 0.7778     | 0.6944     |
-| cosine_recall@5     | 0.8889     | 0.8611    | 0.8611     | 0.8056     | 0.8056     |
-| cosine_recall@10    | 1.0        | 1.0       | 1.0        | 0.9722     | 0.9167     |
-| **cosine_ndcg@10**  | **0.8504** | **0.835** | **0.8364** | **0.7748** | **0.6915** |
-| cosine_mrr@10       | 0.8041     | 0.7842    | 0.7866     | 0.7143     | 0.6216     |
-| cosine_map@100      | 0.8041     | 0.7842    | 0.7866     | 0.7159     | 0.6252     |
+| cosine_accuracy@1   | 0.7222     | 0.6944    | 0.6667     | 0.6389     | 0.6111     |
+| cosine_accuracy@3   | 0.8611     | 0.8889    | 0.8611     | 0.8611     | 0.7778     |
+| cosine_accuracy@5   | 0.9167     | 0.9167    | 0.9167     | 0.9167     | 0.8333     |
+| cosine_accuracy@10  | 0.9444     | 0.9722    | 0.9444     | 0.9444     | 0.9167     |
+| cosine_precision@1  | 0.7222     | 0.6944    | 0.6667     | 0.6389     | 0.6111     |
+| cosine_precision@3  | 0.287      | 0.2963    | 0.287      | 0.287      | 0.2593     |
+| cosine_precision@5  | 0.1833     | 0.1833    | 0.1833     | 0.1833     | 0.1667     |
+| cosine_precision@10 | 0.0944     | 0.0972    | 0.0944     | 0.0944     | 0.0917     |
+| cosine_recall@1     | 0.7222     | 0.6944    | 0.6667     | 0.6389     | 0.6111     |
+| cosine_recall@3     | 0.8611     | 0.8889    | 0.8611     | 0.8611     | 0.7778     |
+| cosine_recall@5     | 0.9167     | 0.9167    | 0.9167     | 0.9167     | 0.8333     |
+| cosine_recall@10    | 0.9444     | 0.9722    | 0.9444     | 0.9444     | 0.9167     |
+| **cosine_ndcg@10**  | **0.8364** | **0.835** | **0.8075** | **0.8038** | **0.7608** |
+| cosine_mrr@10       | 0.8009     | 0.791     | 0.7627     | 0.7574     | 0.7111     |
+| cosine_map@100      | 0.8042     | 0.7917    | 0.7662     | 0.7598     | 0.714      |
 
 <!--
 ## Bias, Risks and Limitations
@@ -549,19 +585,19 @@ You can finetune this model on your own dataset.
 
 #### Unnamed Dataset
 
-* Size: 318 training samples
+* Size: 321 training samples
 * Columns: <code>anchor</code> and <code>positive</code>
-* Approximate statistics based on the first 318 samples:
-  |         | anchor                                                                            | positive                                                                           |
-  |:--------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
-  | type    | string                                                                            | string                                                                             |
-  | details | <ul><li>min: 7 tokens</li><li>mean: 14.24 tokens</li><li>max: 28 tokens</li></ul> | <ul><li>min: 15 tokens</li><li>mean: 74.8 tokens</li><li>max: 117 tokens</li></ul> |
+* Approximate statistics based on the first 321 samples:
+  |         | anchor                                                                            | positive                                                                            |
+  |:--------|:----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
+  | type    | string                                                                            | string                                                                              |
+  | details | <ul><li>min: 7 tokens</li><li>mean: 14.03 tokens</li><li>max: 24 tokens</li></ul> | <ul><li>min: 15 tokens</li><li>mean: 74.79 tokens</li><li>max: 117 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                          | positive                                                                                                                                                                                                                                                                                                                                                                                                             |
-  |:----------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>What is the Node ID of TBS?</code>                                                                        | <code>Graph: Team Coco Knowledge Graph<br>Node ID: tbs<br>Category: organizations<br>Name: TBS<br>Type: Organization<br><br>Description: TBS is the cable network that hosted Conan O'Brien's late-night show 'Conan' from 2010 until 2021.</code>                                                                                                                                                                   |
-  | <code>Where can information about 'The Legally Prohibited from Being Funny on Television Tour' be found?</code> | <code>References:<br>- ([The Legally Prohibited from Being Funny on Television Tour - Wikipedia](https://en.wikipedia.org/wiki/The_Legally_Prohibited_from_Being_Funny_on_Television_Tour))<br>- ([15 Years Ago, Conan O'Brien's 'Tonight Show'...](https://www.tvinsider.com))</code>                                                                                                                               |
-  | <code>What is the strength classification for the creator & performer triumph_insult_comic_dog?</code>          | <code>Relationships:<br>- Creative collaborator conan_obrien (Strength: strong)<br>  Description: Robert helped shape Conan's early comedy, including the creation of signature characters.<br>- Instrumental in sidekick role andy_richter (Strength: moderate)<br>  Description: Smigel recognized Andy's on-camera chemistry with Conan.<br>- Creator & performer triumph_insult_comic_dog (Strength: N/A)</code> |
+  | anchor                                                                                      | positive                                                                                                                                                                                                                                                                                                                                                                              |
+  |:--------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>What brand did Jeff Ross help establish?</code>                                       | <code>Graph: Team Coco Knowledge Graph<br>Node ID: jeff_ross_producer<br>Category: people<br>Name: Jeff Ross (Producer)<br>Type: Person<br><br>Description: Jeff Ross is a television producer who has served as Conan O'Brien's executive producer since 1993. He is a key business partner in Conan's media ventures and helped establish the Team Coco brand.</code>               |
+  | <code>In what year did Conan O'Brien launch the travel show 'Conan O'Brien Must Go'?</code> | <code>Description: Conan O'Brien is an American television host, comedian, writer, actor, and producer, best known for hosting late-night shows including "Late Night with Conan O'Brien", "The Tonight Show with Conan O'Brien", and "Conan". He also hosts the podcast "Conan O'Brien Needs a Friend" and, in 2024, launched the travel show "Conan O'Brien Must Go" on Max.</code> |
+  | <code>What is the strength of the network TBS?</code>                                       | <code>- Network tbs (Strength: parent)<br>  Description: TBS provided the platform for the show.</code>                                                                                                                                                                                                                                                                               |
 * Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
   ```json
   {
@@ -724,10 +760,11 @@ You can finetune this model on your own dataset.
 ### Training Logs
 | Epoch   | Step   | Training Loss | dim_768_cosine_ndcg@10 | dim_512_cosine_ndcg@10 | dim_256_cosine_ndcg@10 | dim_128_cosine_ndcg@10 | dim_64_cosine_ndcg@10 |
 |:-------:|:------:|:-------------:|:----------------------:|:----------------------:|:----------------------:|:----------------------:|:---------------------:|
-| 1.0     | 5      | -             | 0.7899                 | 0.7843                 | 0.7653                 | 0.7110                 | 0.6216                |
-| 2.0     | 10     | 18.3776       | 0.8343                 | 0.8248                 | 0.8061                 | 0.7663                 | 0.6764                |
-| **3.0** | **15** | **-**         | **0.8504**             | **0.835**              | **0.8226**             | **0.7748**             | **0.6894**            |
-| 4.0     | 20     | 6.1577        | 0.8504                 | 0.8350                 | 0.8364                 | 0.7748                 | 0.6915                |
+| 1.0     | 6      | -             | 0.7909                 | 0.8034                 | 0.7711                 | 0.7992                 | 0.6908                |
+| 1.7901  | 10     | 16.3044       | -                      | -                      | -                      | -                      | -                     |
+| **2.0** | **12** | **-**         | **0.8364**             | **0.8294**             | **0.8022**             | **0.8038**             | **0.7691**            |
+| 3.0     | 18     | -             | 0.8364                 | 0.8313                 | 0.8059                 | 0.7938                 | 0.7599                |
+| 3.3951  | 20     | 5.6348        | 0.8364                 | 0.8350                 | 0.8075                 | 0.8038                 | 0.7608                |
 
 * The bold row denotes the saved checkpoint.
 

model.safetensors

@@ -1,3 +1,3 @@
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-oid sha256:30007d809f0dc784f184bff2181f312b34b89a55bb3f690aaccf00c3aaa6bb3f
+oid sha256:a0e8097896bbf1d21fed4e34fc84e2ba906a3dd91944327abe7cfb599b5adc63
 size 596070136