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1_Pooling/config.json

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+{
+  "word_embedding_dimension": 384,
+  "pooling_mode_cls_token": false,
+  "pooling_mode_mean_tokens": true,
+  "pooling_mode_max_tokens": false,
+  "pooling_mode_mean_sqrt_len_tokens": false,
+  "pooling_mode_weightedmean_tokens": false,
+  "pooling_mode_lasttoken": false,
+  "include_prompt": true
+}

README.md

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+
+---
+library_name: sentence-transformers
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- autotrain
+base_model: sentence-transformers/all-MiniLM-L6-v2
+widget:
+- source_sentence: 'search_query: i love autotrain'
+  sentences:
+  - 'search_query: huggingface auto train'
+  - 'search_query: hugging face auto train'
+  - 'search_query: i love autotrain'
+pipeline_tag: sentence-similarity
+---
+
+# Model Trained Using AutoTrain
+
+- Problem type: Sentence Transformers
+
+## Validation Metrics
+loss: 2.767585039138794
+
+validation_pearson_cosine: 0.8085373520361815
+
+validation_spearman_cosine: 0.6588712021140699
+
+runtime: 24.5695
+
+samples_per_second: 7.815
+
+steps_per_second: 0.488
+
+: 3.0
+
+## Usage
+
+### Direct Usage (Sentence Transformers)
+
+First install the Sentence Transformers library:
+
+```bash
+pip install -U sentence-transformers
+```
+
+Then you can load this model and run inference.
+```python
+from sentence_transformers import SentenceTransformer
+
+# Download from the Hugging Face Hub
+model = SentenceTransformer("sentence_transformers_model_id")
+# Run inference
+sentences = [
+    'search_query: autotrain',
+    'search_query: auto train',
+    'search_query: i love autotrain',
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities.shape)
+```

checkpoint-396/1_Pooling/config.json

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+{
+  "word_embedding_dimension": 384,
+  "pooling_mode_cls_token": false,
+  "pooling_mode_mean_tokens": true,
+  "pooling_mode_max_tokens": false,
+  "pooling_mode_mean_sqrt_len_tokens": false,
+  "pooling_mode_weightedmean_tokens": false,
+  "pooling_mode_lasttoken": false,
+  "include_prompt": true
+}

checkpoint-396/README.md

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+---
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:1584
+- loss:CoSENTLoss
+base_model: sentence-transformers/all-MiniLM-L6-v2
+widget:
+- source_sentence: '1988: born on November 27 in Paris | 2006: returns to Paris |
+    2008: begins her career | 2009: plays Éléonore in L''Orpheline with an additional
+    arm | 2013: selected to play in a short film | 2019: notable career start with
+    ''Portrait of a Young Girl in Flames'' | 2019: wins the Lumière Award for Best
+    Actress | 2019: film receives the screenplay prize at the Cannes Film Festival
+    | 2019: plays Marianne in ''Portrait of a Young Girl in Flames'' | 2020: plays
+    the role of an autistic young girl in ''Jumbo'' | 2020: presents her second short
+    film, Shakira | 2021: first long film officially selected for the Cannes Film
+    Festival | 2022: continues her American ascent by participating in ''Tár'' | 2023:
+    supports the movement against the pension reform project'
+  sentences:
+  - '1946: Born in New York City | 1968: Had a role in the drama That Nice Boy (aka
+    The Square Root) | 1969: Changed stage name from Mike Stallone to Sylvester E.
+    Stallone | 1970: First starring role in The Party at Kitty and Stud''s | 1971:
+    Starred in the erotic off-Broadway stage play Score | 1972: Failed to get a job
+    as an extra in The Godfather | 1973: Achieved first proper starring role in No
+    Place to Hide | 1974: First film role: The Lords of Flatbush | 1976: Gained worldwide
+    fame with the role in Rocky | 1977: Nominated for ten Oscars at the 49th Academy
+    Awards | 1978: Debut in Paradise Alley | 1979: Wrote, directed, and starred in
+    Rocky II | 1981: Starred in Escape to Victory | 1982: Played John Rambo in First
+    Blood'
+  - '1966: Born in Paris, France | 1995: Debut in La Haine, received two César Award
+    nominations | 1996: Met Monica Bellucci on set of The Apartment | 1999: Married
+    Monica Bellucci in Monaco | 2004: Daughter Deva born | 2007: Critical acclaim
+    for performance in Eastern Promises | 2008: Won César Award for Best Actor for
+    role as Jacques Mesrine | 2010: Daughter Léonie born | 2010: Nominated for Screen
+    Actors Guild Award for Outstanding Performance by a Cast in a Motion Picture for
+    Black Swan | 2013: Announced separation from Monica Bellucci | 2016: Won Canadian
+    Screen Award for Best Supporting Actor for role in It''s Only the End of the World
+    | 2018: Married Tina Kunakey in Bidart, France | 2019: Daughter Amazonie born
+    | 2019: Nominated for César Award for Best Actor for role in The Specials'
+  - '1967: Born in Shirebrook, Derbyshire, England on 26 July | 1978: Attended local
+    grammar school | 1990: Competed for England in the 1990 Commonwealth Games | 1998:
+    Casted in Lock, Stock and Two Smoking Barrels | 2000: Casted in Snatch | 2010:
+    Casted in The Expendables | 2011: First career milestone - The Mechanic | 2012:
+    Awards - Box office success | 2013: Advocated for stunt performers at Academy
+    Awards (2013) | 2013: Cameo - Fast & Furious 6 | 2013: Casted in Fast & Furious
+    franchise | 2014: Inducted into International Sports Hall of Fame (2014) | 2016:
+    Engaged to Rosie Huntington-Whiteley (2016) | 2017: Son born (2017)'
+- source_sentence: '1983: Born on 11 August in Melbourne, Victoria | 2004: Became
+    a part of Home and Away | 2007: Left Home and Away | 2009: Played James T. Kirk''s
+    father in Star Trek | 2010: Married Elsa Pataky | 2011: Starred as Thor in the
+    Marvel Cinematic Universe | 2012: Daughter India Rose born | 2012: Played the
+    character Kale Garrity in A Perfect Getaway | 2012: Reprised the role of Thor
+    in The Avengers | 2013: Reprised Thor in Thor: The Dark World (2013) | 2013: Starred
+    in Rush | 2014: Donated fees to the Australian Children Foundation | 2014: Twin
+    sons born | 2015: Co-starred in Vacation'
+  sentences:
+  - '1979: Born in Emmett, Idaho | 1996: Participated in International Modeling and
+    Talent Association competition | 1997: Appeared on The Price Is Right | 1997:
+    Graduated from Centennial High School in Boise, Idaho | 2008: Became known for
+    role as Jesse Pinkman in Breaking Bad | 2009: Starred in The Last House on the
+    Left | 2010: Nominated for Primetime Emmy Award for Outstanding Supporting Actor
+    in a Drama Series | 2012: Engaged to Lauren Parsekian in Paris | 2013: Declared
+    October 1 as Aaron Paul Sturtevant Day | 2013: Got Breaking Bad tattoos with Bryan
+    Cranston | 2013: Helped organize a contest to raise $1.6 million for anti-bullying
+    organization | 2013: Married Lauren Parsekian in Malibu | 2018: Daughter Story
+    Annabelle born | 2022: Dropped birth surname to ''Paul'''
+  - '1929: born on November 12 in Philadelphia | 1947: educated at Ravenhill Academy
+    | 1951: appears in 14 Hours | 1953: stars in Mogambo | 1955: wins the Academy
+    Award for Best Actress | 1956: becomes a Grand-Cross of the Order of Saint Charles
+    of Monaco | 1956: civil marriage | 1956: religious marriage | 1956: ends her acting
+    career | 1956: famous and admired wedding dress | 1960: godmother of AS Monaco
+    | 1962: Dame Grand-Cross of the Order of Beneficence (Greece) | 1963: founds the
+    World Association of Friends of Children | 1964: founds the Princess Grace Foundation
+    of Monaco'
+  - '1989: born on July 23 in Fulham, London | 2002: appears in Harry Potter and the
+    Chamber of Secrets | 2003: offers a strand of hair and an autograph for the British
+    Charity | 2004: plays in Harry Potter and the Prisoner of Azkaban | 2005: plays
+    in Harry Potter and the Goblet of Fire | 2007: leaves hand and footprints in front
+    of Grauman''s Chinese Theatre | 2007: Television film My Son Jack | 2007: Writes
+    in the magazine Rubbish | 2008: Nominated for a Drama Desk Award | 2008: Main
+    role in Equus | 2009: plays in Harry Potter and the Deathly Hallows | 2011: Emma
+    Watson describes him as a cute, generous, and energetic boy | 2011: Main role
+    of J Pierrepont Finch on Broadway | 2012: First major project after Harry Potter'
+- source_sentence: '1929: born on November 12 in Philadelphia | 1947: educated at
+    Ravenhill Academy | 1951: appears in 14 Hours | 1953: stars in Mogambo | 1955:
+    wins the Academy Award for Best Actress | 1956: becomes a Grand-Cross of the Order
+    of Saint Charles of Monaco | 1956: civil marriage | 1956: religious marriage |
+    1956: ends her acting career | 1956: famous and admired wedding dress | 1960:
+    godmother of AS Monaco | 1962: Dame Grand-Cross of the Order of Beneficence (Greece)
+    | 1963: founds the World Association of Friends of Children | 1964: founds the
+    Princess Grace Foundation of Monaco'
+  sentences:
+  - '1979: born on March 9 in Guatemala | 2005: completed studies at the Juilliard
+    School | 2006: small role in The Hitman''s Bodyguard | 2008: small role in Che
+    | 2013: confirmed with Llewyn Davis in Inside Llewyn Davis | 2015: participated
+    in Star Wars, episode VII : The Force Awakens | 2017: married Elvira Lind | 2022:
+    jury member of the 19th Marrakech International Film Festival'
+  - '1983: Born on August 11 in Melbourne (Victoria) | 2003: Begins in Summer Bay
+    | 2010: Portrays Sam Phelan in Ca$h | 2011: Portrays Thor | 2012: Portrays the
+    male lead in the fantasy blockbuster Snow White and the Hunter | 2012: Portrays
+    Curt Vaughan in The Cabin in the Woods | 2012: Reteams with Joss Whedon for Avengers
+    | 2013: In 2013, he first portrays the Formula 1 pilot James Hunt in the sports
+    drama Rush | 2015: Portrays the hacker Nicholas Hathaway in the techno-thriller
+    Hacker | 2015: Reteams with Joss Whedon for Avengers: Age of Ultron | 2017: Simultaneously
+    films Avengers: Infinity War and Avengers: Endgame | 2018: Attempts to leave the
+    Thor costume by directing the war film Horse Soldiers | 2019: Shares the screen
+    with the science fiction blockbuster MIB | 2019: Actor announces in the Australian
+    edition of the Daily Telegraph that he is putting his career on hold'
+  - '1970: Born on 7 March in Westminster, London | 1988: Graduated from Trinity Hall,
+    Cambridge with upper second-class honours | 1994: Stage debut in ''Design for
+    Living'' | 1999: International breakthrough in ''The Mummy'' | 2001: Began dating
+    Darren Aronofsky | 2004: Appeared in the comedy Envy | 2005: Starred in The Constant
+    Gardener | 2005: Won Laurence Olivier Award for Best Actress for ''A Streetcar
+    Named Desire'' | 2006: Received BAFTA Britannia Award for British Artist of the
+    Year | 2006: Starred in The Fountain | 2009: Played Hypatia of Alexandria in Agora
+    | 2010: Starred in The Whistleblower | 2011: Became a naturalised American citizen
+    | 2011: Played Blanche DuBois in A Streetcar Named Desire'
+- source_sentence: '1981: Born on 9 February in Westminster, London | 1999: Debut
+    in Journey''s End | 2005: Graduated from Royal Academy of Dramatic Art | 2006:
+    First film role in Unrelated | 2007: Started boarding at Windlesham House School
+    | 2007: Won Laurence Olivier Award for Best Newcomer in a Play | 2011: First career
+    milestone: Midnight in Paris, War Horse | 2011: Nominated for BAFTA Rising Star
+    Award | 2011: Portrayed Loki in Thor | 2011: Voiceover: The Ancient Egyptian Book
+    of the Dead | 2012: Television: The Hollow Crown | 2013: Film: Thor: The Dark
+    World | 2013: Traveled to Guinea to raise awareness about hunger and malnutrition
+    | 2014: Film: Muppets Most Wanted'
+  sentences:
+  - '1979: Born on June 21 in Virginia, Minnesota | 2000: Discovered by Rae Dawn Chong
+    | 2000: Role in the short film Cursed Part 3 | 2000: Waiter at the Shrimp Bubba
+    Gump Company restaurant in Maui | 2006: Everwood cancelled | 2008: Major role
+    in Wanted: Choose Your Own Adventure | 2012: Son Jack born, August 25 | 2014:
+    Ranked second in People''s Sexiest Men Alive list | 2014: Star in two films in
+    the top 3 of the biggest box office successes in North America in 2014 | 2014:
+    Cover of Entertainment Weekly | 2014: Premature son born, December 5 | 2014: Guardians
+    of the Galaxy tops box office on opening weekend | 2014: Voiced Emmet Brickowoski
+    in The Lego Movie | 2014: Awarded CinemaCon Award for Best Breakthrough Performance'
+  - '1978: born on November 17 in London (Ontario) | 2001: graduated from York University
+    | 2001: first role on screen in My Name Is Tanino | 2001: first Genie Award nomination
+    for her role in The Road to You | 2002: first Hollywood film, Hot Tease | 2004:
+    became famous with leading roles in Lolita and Never Forget | 2004: romantic role
+    in Never Forget | 2004: role of Regina George in Mean Girls | 2005: marriage with
+    Ryan Gosling (2005-2011) | 2006: hosts the Academy Award for Technical Achievement
+    | 2006: appears on the cover of Vanity Fair with Scarlett Johansson and Keira
+    Knightley (2006) | 2006: performs in the stage production of The Vagina Monologues
+    | 2006: participates in the Day Without Immigrants protest | 2006: turns down
+    roles in The Devil Wears Prada, Casino Royale, Mission: Impossible III, and A
+    Nightmare on Elm Street'
+  - '1980: Born in London, Ontario, Canada | 1993: Joined The All New Mickey Mouse
+    Club | 1995: Returned to Canada | 1996: Appeared in Goosebumps | 1998: Filmed
+    Young Hercules in New Zealand | 2000: Film breakthrough in Remember the Titans
+    | 2000: Published solo album ''Angel With Tatooed Wings'' | 2001: Lead role in
+    The Believer | 2002: Co-star in Murder by Numbers | 2002: Co-star in The Slaughter
+    Rule | 2003: Starred in The United States of Leland | 2004: Achieved mainstream
+    popularity for The Notebook | 2004: Signed with Terrence Malick for Che (2004)
+    | 2004: Starred in The Notebook'
+- source_sentence: '1983: Born on August 11 in Melbourne (Victoria) | 2003: Begins
+    in Summer Bay | 2010: Portrays Sam Phelan in Ca$h | 2011: Portrays Thor | 2012:
+    Portrays the male lead in the fantasy blockbuster Snow White and the Hunter |
+    2012: Portrays Curt Vaughan in The Cabin in the Woods | 2012: Reteams with Joss
+    Whedon for Avengers | 2013: In 2013, he first portrays the Formula 1 pilot James
+    Hunt in the sports drama Rush | 2015: Portrays the hacker Nicholas Hathaway in
+    the techno-thriller Hacker | 2015: Reteams with Joss Whedon for Avengers: Age
+    of Ultron | 2017: Simultaneously films Avengers: Infinity War and Avengers: Endgame
+    | 2018: Attempts to leave the Thor costume by directing the war film Horse Soldiers
+    | 2019: Shares the screen with the science fiction blockbuster MIB | 2019: Actor
+    announces in the Australian edition of the Daily Telegraph that he is putting
+    his career on hold'
+  sentences:
+  - '1962: Born on 6 August in Ipoh, Perak, Malaysia | 1983: Won Miss Malaysia World
+    beauty contest | 1985: First lead role in Yes, Madam | 1987: Married Dickson Poon
+    | 1988: Married Dickson Poon from 1988 to 1992 | 1997: Starred in Tomorrow Never
+    Dies | 1998: Dated Alan Heldman from 1998 to 2000 | 2000: Starred in Crouching
+    Tiger, Hidden Dragon | 2004: Began dating Jean Todt | 2005: Starred in Memoirs
+    of a Geisha | 2008: Became an ambassador for FIA''s Make Roads Safe campaign |
+    2011: Chosen by Guerlain as skincare ambassador in 2011 | 2013: Changed to the
+    role of executive producer for Pad Yatra: A Green Odyssey | 2013: Supports Malaysian
+    prime minister Najib Razak and Barisan Nasional'
+  - '1948: Born on December 21, 1948, in Washington, D.C. | 1972: Earned a BA in drama
+    from Morehouse College | 1980: Made his professional theater debut in Mother Courage
+    and Her Children at The Public Theater in New York City | 1980: Married LaTanya
+    Richardson | 1982: Daughter Zoe born | 1990: Appeared in Jungle Fever as a crack
+    cocaine addict | 1993: Starred in Jurassic Park | 1994: Debut in Pulp Fiction
+    | 1994: Received Golden Globe nomination for Pulp Fiction | 1995: Received BAFTA
+    Award for Best Supporting Role | 1996: First bald role in The Great White Hype
+    | 1998: Hosted the MTV Movie Awards (1998) | 2000: Received star on the Hollywood
+    Walk of Fame | 2006: Won the German Bambi Award for International Film'
+  - '1979: born on August 27 in Emmett (Idaho) | 1996: graduates from Centennial High
+    School in Boise | 2000: selected as a candidate for Juste Prix in 2000 | 2007:
+    joins the Big Love series | 2008: plays Jesse Pinkman in Breaking Bad | 2010:
+    wins the Emmy Award for Best Supporting Actor | 2013: marries Lauren Parsekian
+    in Malibu | 2018: daughter Story Annabelle is born'
+pipeline_tag: sentence-similarity
+library_name: sentence-transformers
+metrics:
+- pearson_cosine
+- spearman_cosine
+model-index:
+- name: SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
+  results:
+  - task:
+      type: semantic-similarity
+      name: Semantic Similarity
+    dataset:
+      name: validation
+      type: validation
+    metrics:
+    - type: pearson_cosine
+      value: 0.8085373520361815
+      name: Pearson Cosine
+    - type: spearman_cosine
+      value: 0.6588712021140699
+      name: Spearman Cosine
+---
+
+# SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2). It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
+
+## Model Details
+
+### Model Description
+- **Model Type:** Sentence Transformer
+- **Base model:** [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) <!-- at revision c9745ed1d9f207416be6d2e6f8de32d1f16199bf -->
+- **Maximum Sequence Length:** 256 tokens
+- **Output Dimensionality:** 384 dimensions
+- **Similarity Function:** Cosine Similarity
+<!-- - **Training Dataset:** Unknown -->
+<!-- - **Language:** Unknown -->
+<!-- - **License:** Unknown -->
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
+
+### Full Model Architecture
+
+```
+SentenceTransformer(
+  (0): Transformer({'max_seq_length': 256, 'do_lower_case': False}) with Transformer model: BertModel 
+  (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
+  (2): Normalize()
+)
+```
+
+## Usage
+
+### Direct Usage (Sentence Transformers)
+
+First install the Sentence Transformers library:
+
+```bash
+pip install -U sentence-transformers
+```
+
+Then you can load this model and run inference.
+```python
+from sentence_transformers import SentenceTransformer
+
+# Download from the 🤗 Hub
+model = SentenceTransformer("sentence_transformers_model_id")
+# Run inference
+sentences = [
+    '1983: Born on August 11 in Melbourne (Victoria) | 2003: Begins in Summer Bay | 2010: Portrays Sam Phelan in Ca$h | 2011: Portrays Thor | 2012: Portrays the male lead in the fantasy blockbuster Snow White and the Hunter | 2012: Portrays Curt Vaughan in The Cabin in the Woods | 2012: Reteams with Joss Whedon for Avengers | 2013: In 2013, he first portrays the Formula 1 pilot James Hunt in the sports drama Rush | 2015: Portrays the hacker Nicholas Hathaway in the techno-thriller Hacker | 2015: Reteams with Joss Whedon for Avengers: Age of Ultron | 2017: Simultaneously films Avengers: Infinity War and Avengers: Endgame | 2018: Attempts to leave the Thor costume by directing the war film Horse Soldiers | 2019: Shares the screen with the science fiction blockbuster MIB | 2019: Actor announces in the Australian edition of the Daily Telegraph that he is putting his career on hold',
+    '1948: Born on December 21, 1948, in Washington, D.C. | 1972: Earned a BA in drama from Morehouse College | 1980: Made his professional theater debut in Mother Courage and Her Children at The Public Theater in New York City | 1980: Married LaTanya Richardson | 1982: Daughter Zoe born | 1990: Appeared in Jungle Fever as a crack cocaine addict | 1993: Starred in Jurassic Park | 1994: Debut in Pulp Fiction | 1994: Received Golden Globe nomination for Pulp Fiction | 1995: Received BAFTA Award for Best Supporting Role | 1996: First bald role in The Great White Hype | 1998: Hosted the MTV Movie Awards (1998) | 2000: Received star on the Hollywood Walk of Fame | 2006: Won the German Bambi Award for International Film',
+    "1962: Born on 6 August in Ipoh, Perak, Malaysia | 1983: Won Miss Malaysia World beauty contest | 1985: First lead role in Yes, Madam | 1987: Married Dickson Poon | 1988: Married Dickson Poon from 1988 to 1992 | 1997: Starred in Tomorrow Never Dies | 1998: Dated Alan Heldman from 1998 to 2000 | 2000: Starred in Crouching Tiger, Hidden Dragon | 2004: Began dating Jean Todt | 2005: Starred in Memoirs of a Geisha | 2008: Became an ambassador for FIA's Make Roads Safe campaign | 2011: Chosen by Guerlain as skincare ambassador in 2011 | 2013: Changed to the role of executive producer for Pad Yatra: A Green Odyssey | 2013: Supports Malaysian prime minister Najib Razak and Barisan Nasional",
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 384]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities.shape)
+# [3, 3]
+```
+
+<!--
+### Direct Usage (Transformers)
+
+<details><summary>Click to see the direct usage in Transformers</summary>
+
+</details>
+-->
+
+<!--
+### Downstream Usage (Sentence Transformers)
+
+You can finetune this model on your own dataset.
+
+<details><summary>Click to expand</summary>
+
+</details>
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+## Evaluation
+
+### Metrics
+
+#### Semantic Similarity
+
+* Dataset: `validation`
+* Evaluated with [<code>EmbeddingSimilarityEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.EmbeddingSimilarityEvaluator)
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| pearson_cosine      | 0.8085     |
+| **spearman_cosine** | **0.6589** |
+
+<!--
+## Bias, Risks and Limitations
+
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+
+<!--
+### Recommendations
+
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+
+## Training Details
+
+### Training Dataset
+
+#### Unnamed Dataset
+
+
+* Size: 1,584 training samples
+* Columns: <code>sentence1</code>, <code>sentence2</code>, and <code>score</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | sentence1                                                                            | sentence2                                                                            | score                                           |
+  |:--------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:------------------------------------------------|
+  | type    | string                                                                               | string                                                                               | int                                             |
+  | details | <ul><li>min: 34 tokens</li><li>mean: 145.44 tokens</li><li>max: 230 tokens</li></ul> | <ul><li>min: 34 tokens</li><li>mean: 148.79 tokens</li><li>max: 230 tokens</li></ul> | <ul><li>0: ~75.30%</li><li>1: ~24.70%</li></ul> |
+* Samples:
+  | sentence1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       | sentence2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           | score          |
+  |:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------|
+  | <code>1952: Born on April 10 in Lansing, Michigan | 1974: Promoted to shodan in aikido | 1975: First marriage with Miyako Fujitani | 1984: Second marriage with Adrienne La Russa | 1987: Third marriage with Kelly LeBrock | 1988: Acting debut in Nico | 1990: Controversies over the video game | 1991: Sexual harassment allegations | 1992: Portrays Casey Ryback in Under Siege | 1994: Debut as director with Minefield | 1995: Musical tribute | 1996: Film set accidents | 1998: Stars in The Patriot | 2001: Release of Beyond the Limit</code>                                                                                                       | <code>1937: Born on August 8, 1937, in Los Angeles, California | 1961: Made Broadway debut in A Cook for Mr. General | 1963: Met Anne Byrne | 1967: Film debut with The Tiger Makes Out | 1967: Oscar-nominated for The Graduate | 1967: The Graduate debut | 1968: Drama Desk Award | 1969: John and Mary | 1969: Married Anne Byrne | 1969: Midnight Cowboy | 1969: Oscar nomination | 1969: Oscar-nominated for Midnight Cowboy | 1970: Bomb incident | 1970: Little Big Man</code>                                                                                                                                                                                                                                                                                                                                              | <code>0</code> |
+  | <code>1978: Born on February 7 in Cedar Rapids (Iowa) | 1996: Attends the University of Iowa to study biochemistry | 2000: Appears in the romantic comedy Coming Soon | 2000: Encounters with Ashley Ellerin in 2000 | 2001: Ashley Ellerin's death in February | 2003: Produces and hosts the MTV show Punk'd: Stars Tricked | 2003: Meets Demi Moore | 2003: Attempts to confirm in the romantic comedy genre with My Boss, His Daughter, and Me | 2008: Hosts the romantic comedy Jackpot | 2009: Nominated as the most followed user on Twitter | 2010: First choral romantic comedy Valentine's Day | 2012: Revival of Punk'd: Stars Tricked</code>        | <code>1963: Born on June 9 in Owensboro, Kentucky | 1979: Dropped out of Miramar High School at 16 | 1983: Married Lori Anne Allison | 1984: Made his feature film debut in 'A Nightmare on Elm Street' | 1986: Divorced Lori Anne Allison | 1989: Arrested in Vancouver for assaulting a security guard in 1989. | 1990: Engaged to Winona Ryder | 1990: Played the title character in 'Edward Scissorhands' | 1991: Cameo in Freddy's Dead: The Final Nightmare | 1993: Broke up with Winona Ryder | 1993: Portrayed lead roles in 'Arizona Dream', 'What's Eating Gilbert Grape', 'Benny & Joon' | 1994: Started relationship with Kate Moss | 1998: Met Vanessa Paradis while filming The Ninth Gate | 1999: Arrested in 1999 for brawling with paparazzi.</code>                                                               | <code>0</code> |
+  | <code>1967: Born on July 16 in Irvine, California | 1990: Member of the comedy group The Groundlings | 1990: University of Southern California, degree in sports information | 1995: Debut on Saturday Night Live | 2000: Birth | 2003: First major role in Revenge of the Nerds | 2004: First major commercial success | 2004: First major comedy success, Host: The Legend of Ron Burgundy | 2005: Nominated for a Razzie Award | 2007: Nominated for a Golden Globe | 2007: Nominated for a Golden Globe for Best Actor for The Incredibles | 2008: Returns to his antics | 2010: Uncredited appearance | 2010: Designated as the most overpaid actor</code> | <code>1976: Born on 25 May in Douglas, Cork | 1996: Debut in Enda Walsh's play Disco Pigs | 1996: Started studying law at University College Cork | 2001: Moved to London with wife in 2001 so she could attend the Royal College of Art | 2002: Cameos in 28 Days Later | 2003: Starred in Intermission | 2004: Marry Yvonne McGuinness in 2004 | 2005: Auditioned for the role of Bruce Wayne/Batman in Batman Begins (2005) | 2005: Began collaboration with Christopher Nolan | 2005: Debut as Dr. Jonathan Crane in Batman Begins (2005) | 2005: First Golden Globe nomination for Breakfast on Pluto | 2005: Nominated as Best Villain at the 2006 MTV Movie Awards for Batman Begins (2005) | 2006: Starred in The Wind That Shakes the Barley (2006) | 2007: Participated in the 2007 Rock the Vote Ireland campaign</code> | <code>0</code> |
+* Loss: [<code>CoSENTLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosentloss) with these parameters:
+  ```json
+  {
+      "scale": 20.0,
+      "similarity_fct": "pairwise_cos_sim"
+  }
+  ```
+
+### Evaluation Dataset
+
+#### Unnamed Dataset
+
+
+* Size: 192 evaluation samples
+* Columns: <code>sentence1</code>, <code>sentence2</code>, and <code>score</code>
+* Approximate statistics based on the first 192 samples:
+  |         | sentence1                                                                            | sentence2                                                                            | score                                           |
+  |:--------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:------------------------------------------------|
+  | type    | string                                                                               | string                                                                               | int                                             |
+  | details | <ul><li>min: 38 tokens</li><li>mean: 150.14 tokens</li><li>max: 251 tokens</li></ul> | <ul><li>min: 38 tokens</li><li>mean: 155.21 tokens</li><li>max: 251 tokens</li></ul> | <ul><li>0: ~75.00%</li><li>1: ~25.00%</li></ul> |
+* Samples:
+  | sentence1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | sentence2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | score          |
+  |:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------|
+  | <code>1970: Born on 7 March in Westminster, London | 1988: Graduated from Trinity Hall, Cambridge with upper second-class honours | 1994: Stage debut in 'Design for Living' | 1999: International breakthrough in 'The Mummy' | 2001: Began dating Darren Aronofsky | 2004: Appeared in the comedy Envy | 2005: Starred in The Constant Gardener | 2005: Won Laurence Olivier Award for Best Actress for 'A Streetcar Named Desire' | 2006: Received BAFTA Britannia Award for British Artist of the Year | 2006: Starred in The Fountain | 2009: Played Hypatia of Alexandria in Agora | 2010: Starred in The Whistleblower | 2011: Became a naturalised American citizen | 2011: Played Blanche DuBois in A Streetcar Named Desire</code>                | <code>1964: Born on April 7 in Wellington, New Zealand | 1972: Family moves to Australia, Sydney | 1978: Leaves school to become an actor | 1992: First leading role in Romper Stomper | 1992: Russell Crowe creates the group 30 Odd Foot of Grunts | 2000: Wins the Oscar for Best Actor for Gladiator | 2001: Second Oscar nomination for Best Actor for A Beautiful Mind | 2001: Russell Crowe and Meg Ryan separate | 2003: Russell Crowe plays music with the group Roman Antix | 2003: Russell Crowe marries Danielle Spencer | 2010: Russell Crowe proposes Alan Doyle to play the minstrel Allan-a-Dale in Robin Hood | 2010: Russell Crowe receives the 2,404th star on the Hollywood Walk of Fame</code>                                         | <code>0</code> |
+  | <code>1970: born on March 7, 1970 in the Westminster district of London | 1983: attended North London Collegiate School | 1986: attended Benenden School | 1990: studied at Trinity Hall, University of Cambridge | 1999: got the role of Evelyn Carnahan in The Mummy | 1999: lived with Sam Mendes from 1999 to 2001 | 2001: lived with Darren Aronofsky from 2001 to | 2006: won the Academy Award for Best Supporting Actress for The Constant Gardener | 2011: naturalized as an American citizen | 2011: married Daniel Craig in June 2011 in New York | 2012: in Jason Bourne: Legacy | 2013: in The Wizard of Oz | 2015: at the Cannes Film Festival in May 2015 | 2018: announced expecting a child</code>                                         | <code>1948: Born on December 21, 1948, in Washington, D.C. | 1972: Earned a BA in drama from Morehouse College | 1980: Made his professional theater debut in Mother Courage and Her Children at The Public Theater in New York City | 1980: Married LaTanya Richardson | 1982: Daughter Zoe born | 1990: Appeared in Jungle Fever as a crack cocaine addict | 1993: Starred in Jurassic Park | 1994: Debut in Pulp Fiction | 1994: Received Golden Globe nomination for Pulp Fiction | 1995: Received BAFTA Award for Best Supporting Role | 1996: First bald role in The Great White Hype | 1998: Hosted the MTV Movie Awards (1998) | 2000: Received star on the Hollywood Walk of Fame | 2006: Won the German Bambi Award for International Film</code> | <code>0</code> |
+  | <code>1948: Born on December 21, 1948, in Washington, D.C. | 1972: Earned a BA in drama from Morehouse College | 1980: Made his professional theater debut in Mother Courage and Her Children at The Public Theater in New York City | 1980: Married LaTanya Richardson | 1982: Daughter Zoe born | 1990: Appeared in Jungle Fever as a crack cocaine addict | 1993: Starred in Jurassic Park | 1994: Debut in Pulp Fiction | 1994: Received Golden Globe nomination for Pulp Fiction | 1995: Received BAFTA Award for Best Supporting Role | 1996: First bald role in The Great White Hype | 1998: Hosted the MTV Movie Awards (1998) | 2000: Received star on the Hollywood Walk of Fame | 2006: Won the German Bambi Award for International Film</code> | <code>1948: Born on December 21 in Washington, D.C. | 1972: Obtains a drama degree | 1980: Has a daughter, Zoé | 1980: Married to Latanya Richardson since 1980 | 1994: Portrays Jules Winnfield in Pulp Fiction | 1995: Starring in Devil's Advocate | 1996: Portrays Zeus Carver in Devil's Advocate | 1999: Portrays Mace Windu in Star Wars, Episode I: The Phantom Menace | 2000: Reprises the role of J.P. Shaft in Shaft | 2002: Stars in Dérapages incontrôlés with Ben Affleck | 2006: Jury member at the Cannes Film Festival | 2008: Musical biopic Soul Men with Bernie Mac | 2008: Supports Barack Obama in the 2008 presidential election | 2008: Portrays Nick Fury in the Marvel Cinematic Universe</code>                                  | <code>1</code> |
+* Loss: [<code>CoSENTLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosentloss) with these parameters:
+  ```json
+  {
+      "scale": 20.0,
+      "similarity_fct": "pairwise_cos_sim"
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `eval_strategy`: epoch
+- `per_device_eval_batch_size`: 16
+- `learning_rate`: 3e-05
+- `warmup_ratio`: 0.1
+- `fp16`: True
+- `load_best_model_at_end`: True
+- `ddp_find_unused_parameters`: False
+
+#### All Hyperparameters
+<details><summary>Click to expand</summary>
+
+- `overwrite_output_dir`: False
+- `do_predict`: False
+- `eval_strategy`: epoch
+- `prediction_loss_only`: True
+- `per_device_train_batch_size`: 8
+- `per_device_eval_batch_size`: 16
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 1
+- `eval_accumulation_steps`: None
+- `torch_empty_cache_steps`: None
+- `learning_rate`: 3e-05
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1.0
+- `num_train_epochs`: 3
+- `max_steps`: -1
+- `lr_scheduler_type`: linear
+- `lr_scheduler_kwargs`: {}
+- `warmup_ratio`: 0.1
+- `warmup_steps`: 0
+- `log_level`: passive
+- `log_level_replica`: warning
+- `log_on_each_node`: True
+- `logging_nan_inf_filter`: True
+- `save_safetensors`: True
+- `save_on_each_node`: False
+- `save_only_model`: False
+- `restore_callback_states_from_checkpoint`: False
+- `no_cuda`: False
+- `use_cpu`: False
+- `use_mps_device`: False
+- `seed`: 42
+- `data_seed`: None
+- `jit_mode_eval`: False
+- `use_ipex`: False
+- `bf16`: False
+- `fp16`: True
+- `fp16_opt_level`: O1
+- `half_precision_backend`: auto
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: None
+- `local_rank`: 0
+- `ddp_backend`: None
+- `tpu_num_cores`: None
+- `tpu_metrics_debug`: False
+- `debug`: []
+- `dataloader_drop_last`: False
+- `dataloader_num_workers`: 0
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: True
+- `label_names`: None
+- `load_best_model_at_end`: True
+- `ignore_data_skip`: False
+- `fsdp`: []
+- `fsdp_min_num_params`: 0
+- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
+- `fsdp_transformer_layer_cls_to_wrap`: None
+- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
+- `deepspeed`: None
+- `label_smoothing_factor`: 0.0
+- `optim`: adamw_torch
+- `optim_args`: None
+- `adafactor`: False
+- `group_by_length`: False
+- `length_column_name`: length
+- `ddp_find_unused_parameters`: False
+- `ddp_bucket_cap_mb`: None
+- `ddp_broadcast_buffers`: False
+- `dataloader_pin_memory`: True
+- `dataloader_persistent_workers`: False
+- `skip_memory_metrics`: True
+- `use_legacy_prediction_loop`: False
+- `push_to_hub`: False
+- `resume_from_checkpoint`: None
+- `hub_model_id`: None
+- `hub_strategy`: every_save
+- `hub_private_repo`: None
+- `hub_always_push`: False
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `include_inputs_for_metrics`: False
+- `include_for_metrics`: []
+- `eval_do_concat_batches`: True
+- `fp16_backend`: auto
+- `push_to_hub_model_id`: None
+- `push_to_hub_organization`: None
+- `mp_parameters`: 
+- `auto_find_batch_size`: False
+- `full_determinism`: False
+- `torchdynamo`: None
+- `ray_scope`: last
+- `ddp_timeout`: 1800
+- `torch_compile`: False
+- `torch_compile_backend`: None
+- `torch_compile_mode`: None
+- `dispatch_batches`: None
+- `split_batches`: None
+- `include_tokens_per_second`: False
+- `include_num_input_tokens_seen`: False
+- `neftune_noise_alpha`: None
+- `optim_target_modules`: None
+- `batch_eval_metrics`: False
+- `eval_on_start`: False
+- `use_liger_kernel`: False
+- `eval_use_gather_object`: False
+- `average_tokens_across_devices`: False
+- `prompts`: None
+- `batch_sampler`: batch_sampler
+- `multi_dataset_batch_sampler`: proportional
+
+</details>
+
+### Training Logs
+| Epoch  | Step | Training Loss | Validation Loss | validation_spearman_cosine |
+|:------:|:----:|:-------------:|:---------------:|:--------------------------:|
+| 0.1263 | 25   | 1.2194        | -               | -                          |
+| 0.2525 | 50   | 0.6345        | -               | -                          |
+| 0.3788 | 75   | 1.438         | -               | -                          |
+| 0.5051 | 100  | 0.8182        | -               | -                          |
+| 0.6313 | 125  | 0.2745        | -               | -                          |
+| 0.7576 | 150  | 0.2943        | -               | -                          |
+| 0.8838 | 175  | 0.3982        | -               | -                          |
+| 1.0    | 198  | -             | 3.4252          | 0.6571                     |
+| 1.0101 | 200  | 0.1918        | -               | -                          |
+| 1.1364 | 225  | 0.2697        | -               | -                          |
+| 1.2626 | 250  | 0.1762        | -               | -                          |
+| 1.3889 | 275  | 0.0707        | -               | -                          |
+| 1.5152 | 300  | 0.0129        | -               | -                          |
+| 1.6414 | 325  | 0.1397        | -               | -                          |
+| 1.7677 | 350  | 0.0937        | -               | -                          |
+| 1.8939 | 375  | 0.2818        | -               | -                          |
+| 2.0    | 396  | -             | 2.7676          | 0.6589                     |
+
+
+### Framework Versions
+- Python: 3.10.16
+- Sentence Transformers: 3.3.1
+- Transformers: 4.48.0
+- PyTorch: 2.4.0
+- Accelerate: 1.2.1
+- Datasets: 3.2.0
+- Tokenizers: 0.21.0
+
+## Citation
+
+### BibTeX
+
+#### Sentence Transformers
+```bibtex
+@inproceedings{reimers-2019-sentence-bert,
+    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
+    author = "Reimers, Nils and Gurevych, Iryna",
+    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
+    month = "11",
+    year = "2019",
+    publisher = "Association for Computational Linguistics",
+    url = "https://arxiv.org/abs/1908.10084",
+}
+```
+
+#### CoSENTLoss
+```bibtex
+@online{kexuefm-8847,
+    title={CoSENT: A more efficient sentence vector scheme than Sentence-BERT},
+    author={Su Jianlin},
+    year={2022},
+    month={Jan},
+    url={https://kexue.fm/archives/8847},
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

checkpoint-396/config.json

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checkpoint-396/config_sentence_transformers.json

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checkpoint-396/sentence_bert_config.json

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checkpoint-396/tokenizer_config.json

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