sentence-transformers safetensors mpnet sentence-similarity feature-extraction generated_from_trainer dataset_size:11097 loss:MultipleNegativesRankingLoss arxiv:1908.10084 arxiv:1705.00652 base_model:sentence-transformers/all-mpnet-base-v2 base_model:finetune:sentence-transformers/all-mpnet-base-v2 autotrain_compatible endpoints_compatible region:us
---
base_model: sentence-transformers/all-mpnet-base-v2
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:11097
- loss:MultipleNegativesRankingLoss
widget:
- source_sentence: a jacket for protection in cold environments for male or female
    users
  sentences:
  - 'Title: Snugpak Sj9 Jacket Multicam Lg Descripion: The SJ Series of jackets were
    developed by Snugpak with the intention of providing a versatile, insulated jacket
    for seasonal weather conditions. With a water-resistant main zip, and a moisture
    wicking inner liner, the SJ-9 jacket works to keep moisture away from your skin,
    so you stay warm, comfortable, and dry. The SJ-9 jacket offers protection from
    cold environments and features Softie Premier insulation, which is finer, softer,
    and more durable than other insulations. The randomized fine filament fibers of
    Softie insulation trap warm air to retain heat even when wet. The SJ Series also
    feature Paratex lightweight fabric and an elasticated hood. Paratex is incredibly
    durable and remains soft to the touch even after wear. It offers heavy duty, close
    weave construction that is completely windproof, extremely water resistant and
    water wicking, and highly breathable. The SJ-9 jacket is comfort rated to 14 degrees
    Fahrenheit, with a low temperature rating of 5 degrees Fahrenheit. This design
    is tailored to fit the contours of your body and includes a high neck to retain
    heat and protect you from high winds. The Snugpak SJ Series provide you with weather-resistant
    comfort for a diverse range of seasonal conditions. Zipper closure Hand Wash Only
    Paratex lightweight fabric is durable, windproof, breathable, and delivers extreme
    water resistance and water wicking Softie insulation traps warm air to retain
    heat even when thoroughly wet; designed to keep moisture away from your skin so
    you stay warm Provides protection from cold climates and seasons; comfort temperature
    rating is 14 degrees Fahrenheit, low is 5 degrees Fahrenheit Designed with hem
    and neck adjusters, thumb loops, and elastic cuffs for a customized fit; features
    a two-way water-resistant main zip Equipped with an elasticated hood, internal
    left chest pocket with a zipper, and two external concealed side pockets; shaped
    fit maximizes heat retention'
  - 'Title: Solid 925 Sterling Silver 5mm Blue Topaz Studs Dangle Earring Jackets
    Descripion: Material: Primary - Purity: 925 Material: Primary - Purity: 925 Finish:
    Polished Finish: Polished Material: Primary: Sterling Silver Material: Primary:
    Sterling Silver Product Type: Jewelry Product Type: Jewelry Jewelry Type: Earrings
    Jewelry Type: Earrings Sold By Unit: Pair Sold By Unit: Pair Gender: Women''s
    Gender: Women''s Material: Primary - Color: White Material: Primary - Color: White
    Sonia Jewels Internal Category \ Jewelry \ Earrings \ Childrens Earrings; \ Jewelry
    \ Earrings \ Birthstone Earrings \ Birthstone Studs Sonia Jewels Internal Category
    \ Jewelry \ Earrings \ Childrens Earrings; \ Jewelry \ Earrings \ Birthstone Earrings
    \ Birthstone Studs Elegant Earrings Box Included 925 Sterling Silver GUARANTEED,
    Authenticated with a 925 Stamp Jewelry Gifts For Women And Gifts For Men Including
    Gift For Mom; Wife; Mother; Father; Daddy; Daughter; Son; Sister; Brother; Friend;
    Coworker; Employee; Teacher; Neice or Nephew Christmas Gift; Stocking Stuffers;
    Sonia Jewels Has The Highest Quality Jewelry Gifts For Her and Him for Christmas;
    Valentines Day; Mothers Day; Fathers Day; Graduation; Birthday; Weddings or Anniversary
    Your satisfaction is our top priority at Sonia Jewels - Solid 925 Sterling Silver
    5mm Blue Topaz Studs Dangle Earring Jackets'
  - 'Title: adidas womens Tiro 21 Track Jacket Team Maroon/White X-Large Descripion:
    Too good to limit to the pitch. The adidas Tiro jacket debuted as football training
    wear, but it''s now a streetwear staple. We made it using recycled materials as
    part of our commitment to help end plastic waste. From the moisture-absorbing
    AEROREADY to the zip pockets, the details are just as useful off the pitch. 100%
    Polyester Imported Zipper closure Machine Wash Slim fit Full zip with ribbed stand-up
    collar A track jacket made with recycled materials. Front zip pockets'
- source_sentence: baby bathrobe designed for girls, featuring a soft texture and
    a simple design.
  sentences:
  - 'Title: Lykmera Baby Coat Toddler Kimono Solid Silk Robes Kids Clothes Sleepwear
    Bathrobe Girls Baby Satin Girls Coat Jacket Descripion: 2.Casual style top, ,
    cute and comfy baby clothes 3.Great idea for a baby clothes, there''s no doubt
    in our mind your little baby will be the cutest Package include:1PC Bathrobe+1PC
    Ribbons 1.It is made of high quality materials,Soft hand feeling, no any harm
    to your baby skin Clothing Length:Regular Pattern Type:Solid Gender:Girls Please
    note that slight color difference should be acceptable due to the light and screen.
    Both hand wash and machine wash is OK Occasion:Casual Material:Polyester Attention
    plz: If your kid is , we recomend choosing a larger size, thanks. Polyester Imported
    Tie closure Hand Wash Only Material:Polyester Clothing Length:Regular Pattern
    Type:Solid Package Include:1PC Bathrobe+1PC Ribbons 1.It Is Made Of High Quality
    Materials,Soft Hand Feeling, No Any Harm To Your Baby Skin'
  - 'Title: Carhartt Men''s Big & Tall Relaxed Fit Heavyweight Flannel Sherpa-Lined
    Shirt Jacket, Folkstone Gray, 3X-Large Descripion: This men''s Carhartt shirt
    jac blends the comfort of a hoodie with the ruggedness of a jacket. Made from
    heavyweight flannel with a plush sherpa lining and a relaxed fit. Features two
    outer pockets plus an inner pocket on the chest. 8-ounce, 100% cotton ringspun
    flannel. Sherpa fleece lining for warmth. Carhartt strong triple-stitched main
    seams. Relaxed fit. Spread collar. Two-snap adjustable cuffs with extended plackets.
    Antique-finish nickel snaps. Two chest pockets with flaps and snap closures #Interior
    chest pocket. Replaces 104452. Imported 100% Cotton Imported Button closure Machine
    Wash 8-ounce, 100% Cotton ringspun flannel Sherpa lining Triple-stitched main
    seams Antique-finish nickel snaps Spread collar'
  - 'Title: Men''s Christmas Blazer Blue Sky White Clouds Print Suit Jacket + Vest
    + Suit Pants Suit Mens Evening Party Dinner Formal Wear Descripion: ✿✿✿✿✿ WELCOME
    TO LJHH STORE✿✿✿✿✿✿✿ Nice Suit ✿^ _ ^✿ Nice Coat ✿✿✿✿These suit coat are the best
    ideal for yourself, your friends, parents, spouses and all your loved ones as
    a great gift for birthday, business activity, Christmas or any other special date.Features:1.lightweight
    soft fabric for a comfortable, easy to wear, no wrinkles.2.It is made of high
    quality materials, durable enought for your daily wearing.3.Special design make
    you more attractive. Season: All seasons Style: Fashion Fitting style: Suit coat
    Occasion: Casual, BusinessThe stylish design shows your tasteSuitable for casual
    wearWashing precautions: normal hand wash, machine wash, ✤Recommended 30° water
    to wash. ✿✿Size Chart✿✿✤The recommended product size are for reference , please
    follow our size picture carefully before you buy it.  ✿✿Fast delivery✿✿✤Standard
    delivery takes 7-15 days to arrive,express delivery takes 3-6 days.✿✿ If you have
    problems on your order, please contact us first before asking Amazon for help.
    We will solve it effectively for you within 24 hours. Thank you very much. ✿✿---✤✤✤✤✤✤This
    will be a lovely gift✿^ _ ^✿Please purchase as soon as possible✤✤✤✤✤✤✤--- 100%
    Polyester Lining lining Button closure Hand Wash Only ✿【Material】These suit coat
    made of high quality materials. Casual and business suit with soft fabric. Environmental
    protection, Lightweight, warm, smooth lining, breathable, wear-resistant. ✿✿men
    suits men suits slim fit men suits for wedding men suits regular fit men suits
    slim fit 3 piece men suits big and tall men suits slim fit 2 piece men suits regular
    fit 3 piece men suits slim fit 3 piece designer ✿【Occasions】Suit for indoor and
    outdoor occasions, daily wear or as work clothes , take part in cocktail, party,
    you will outstanding in the crowd. Also great for business work and casual wear.
    ✿✿men suits sets men suits slim fit 3 piece 2 piece 3 piece designer black fit
    blue tuxedo 3 piece designer navy blue jacket green men suits slim fit men suit
    jacket men suits for wedding ✿【Best Gift】This suit coat is an ideal winter gift
    for parents, friends and lovers. Christmas is coming soon, you can use it as a
    gift to participate in Christmas parties, wedding, business party. ✿✿men suits
    regular fit men suit vest men suits slim fit 3 piece men suit set men suit pants
    jacket jackets and blazers black slim fit big and tall jacket classic fit red
    blue grey men suits for wedding ✿【Size】Size selection is for your reference only.To
    see more details, please check our size picture before ordering. If you want to
    dress more loosely, we recommend you choosing a larger size. ✿✿men suits for wedding
    regular fit guest big and tall slim fit champagne black navy blue red tan men
    suits regular fit men suits regular fit 3 piece 2 piece wedding men suits regular
    fit 44 plaid on ✿【Service】Your satisfaction is our greatest pleasure. If you have
    any problem about our items, Please feel free to contact us. ✿✿men suits regular
    fit 3 piece formal suit solid prom groomsmen men suit vest men suit vest black
    slim fit and pants with matching pants purple brown costume grey sets men suits
    slim fit 3 piece'
- source_sentence: a jacket for hunting expeditions for men. men's jacket designed
    for outdoor activities, featuring wind-resistant material and a soft inner layer
    for warmth.
  sentences:
  - 'Title: Nomad Men''s Harvester Nxt Jacket | Wind Resistant W/Sound Kill Tech Descripion:
    Nomad: Building the most innovative, authentic hunting apparel to inspire a community
    To experience & protect the traditions of hunting and to empower everyone on their
    next expedition 100% Polyester Imported Zipper closure Machine Wash NOMAD: Building
    the most innovative, authentic hunting apparel to inspire a community to experience
    & protect the traditions of hunting and to empower everyone on their next expedition
    NOMAD Men''s Harvester NXT Jacket: Wind Resistant W/Sound Kill Tech WIND RESISTANT:
    Fabric is innovatively constructed to limit the amount of wind that reaches your
    body keeping you warm and comfortable SILENT FABRIC: Sound Kill noise limiting
    materials further reduce human detection HIGH PILE FLEECE: NOMAD''s High-Pile
    fleece is made of super-long fibers to trap air keeping you warmer more comfortable.'
  - 'Title: Women''s Long Sleeve Cardigan Coat Solid Color Zipper Fuzzy Fleece Coat
    Jacket Winter Fluffy Coat with Pockets Outwear Descripion: Product Description:  Material:Polar
    fleece Season:Autumn And Winter Gender:Women Occasion:Daily,Casual Style:Casual
    Sleeve length:Full Sleeve Fit:Fits ture to size How to wash:Hand wash Cold,Hang
    or Line Dry What you get:1PC Women Coat Size: If You Prefer Loosing Fitting Jacket,
    Please One Size Up.  Size Chart: Size:S _ Size.:Small _ US:4 _ Bust:100cm/39.37''''
    _ Sleeve:61cm/24.02'''' _ Shoulder:39.5cm/15.55'''' _ Length:65cm/25.59'''' Size:M
    _ Size.:Medium _ US:6 _ Bust:104cm/40.94'''' _ Sleeve:62cm/24.41'''' _ Shoulder:40.5cm/15.94''''
    _ Length:66cm/25.98'''' Size:L _ Size.:Large _ US:8 _ Bust:110cm/43.31'''' _ Sleeve:63.5cm/25.00''''
    _ Shoulder:42cm/16.54'''' _ Length:67.5cm/26.57'''' Size:XL _ Size.:X-Large _
    US:10 _ Bust:116cm/45.67'''' _ Sleeve:65cm/25.59'''' _ Shoulder:43cm/16.93''''
    _ Length:69cm/27.17'''' fleece Imported Zipper closure Hand Wash Only Features:
    Long sleeve, Lapel, Zipper Closure, Two Side Pockets, Oversized Arms, Solid Jacket.
    Simple but fashion style is also a good choice as a gift to your friends and families.
    Material: Fuzzy faux fleece lined, made of polyester & spandex. Soft material
    straight hemline, soft and warm fabric keep you warm in autumn and winter, giving
    you amazing an wearing experience. Match: Prefect with skinny jeans, leggings,
    t-shirts, tops, shirts, shorts, boots for a casual look. Very soft warmfleece
    cardigan fit for any daily wear. Occasion: The Fleece fuzzy coat is suit for Daily
    wear, School, Vacation, Work, Club, Party, Street, great for Office or Outdoor.
    You will fall in love with this trendy fleece coat!!They''re warm and comfortable,
    It''s a great choice for giving away. Note: Please check the size chart before
    order.Recommend hand-washing , lay flat to dry or dry clean, please do not bleach
    or iron. Please feel free to contact us if you have any questions. *If you need
    a looser fit, choose one size up'
  - 'Title: Joules Baby Girls'' Quilted Jacket Descripion: Pass on the love of a quilted
    coat to your little one with this brand new style. The perfect early years coat
    that will feature in photographs and milestone moments along the way, it features
    our all new star quilting effect and is complete with a traditional cord collar.
    We''ve made it in a pretty pink, added some popper fastenings and a snuggly soft
    lining too. 100% Polyester Imported Button closure Machine Wash Star quilting
    Cord collar Popper fastening Cord binding welt pockets Super soft jersey lining'
- source_sentence: women's ski jacket with a longer cut, insulation, and advanced
    weather-resistant features.
  sentences:
  - 'Title: Arc''teryx Beta Insulated Jacket Men''s | Insulated Gore-Tex Mountain
    Shell Descripion: There are so many ways to experience the alpine. The Betas -
    designed for unrivaled versatility, durability and weather protection - free you
    to discover what the mountains bring. Leveraging Coreloft Continuous insulation
    and a more sustainable waterproof, breathable 40D GORE-TEX fabric, the insulated
    Beta is the jacket for cold conditions. Helmet compatible, its StormHood adjusts
    to maximize peripheral vision. Pit zippers ventilate and an embedded RECCO reflector
    can facilitate search and rescue.Technical Features- Windproof- Breathable- Durable-
    WaterproofConstruction- GORE-TEX two-layer construction- Warm resilient Coreloft
    synthetic insulation provides thermal performance and retains loftCuff & Sleeves
    Configuration- Die-cut Velcro cuff adjusters reduce bulk and won''t catch or tear
    offHem Configuration- Dual lower hem adjustersHood Configuration- Helmet compatible
    StormHood provides full coverage without impacting visibilityLogos & Label Configuration-
    Embroidered logoPatterning- Articulated patterning for unrestricted mobilityPocket
    Configuration- Two hand pockets with WaterTight zippers- One internal dump pocket-
    Sleeve pocket with zip- Zippered internal security pocketSnowsport Features- Hidden
    RECCO reflectorSustainability- Contains recycled nylon- Contains materials that
    meet the bluesign criteriaZippers & Fly Configuration- Pit zippers for easy venting-
    Full separating two-way front zip Coreloft 80 (80 g/m) insulation. - 100% Polyester
    Lining: 20D plain weave - 100% Nylon - bluesign Approved Material Imported Zipper
    closure Hand Wash Only BETA - Versatile: high performance for diverse activities
    and conditions. INSULATED - Thermally insulated products that provide efficient
    warmth and protection from the elements. SYNTHETIC INSULATION - Man-made insulation
    with quick dry times, durability and retains warmth when damp. GORE-TEX - Waterproof,
    windproof and breathable textiles that offer fully protective environmental shelter.
    ESSENTIALS - Versatile high performance designs for diverse activities and conditions.'
  - 'Title: Helly-Hansen Womens Whitewall LIFALOFT Jacket Descripion: A longer-length,
    insulated women''s ski jacket with high tech features and a choice of camo or
    corduroy detailing. For skiers who enjoy the back country, side country, or just
    deep powder. Zipper closure A longer-length, insulated women''s ski jacket with
    high tech features and a choice of camo or corduroy detailing. For skiers who
    enjoy the back country, side country, or just deep powder. HELLY TECH PROFESSIONAL:
    Extremely waterproof and breathable designs and constructions. For highly aerobic,
    extremely wet or unusually long-lasting activities in extremely harsh conditions.
    Fully seam sealed. Durable Water Repellency treatment (DWR). FEATURES: 2-layer
    fabric construction, Fully insulated with 80g LIFALOFT Insulation and brushed
    stretch panels for added breathability, LIFE POCKET, Hi vis hood brim, ventilation
    zippers, RECCO Advanced Rescue system, Fusion modular system jacket to pant, Detachable
    powder skirt, Helmet compatible hood with adjustment, Dual hand warmer pockets
    and one chest pocket with goggle shammy, Wrist gaiters with thumb hole GOOD FOR:
    Winter, Resort Skiing, Freeride, Backcountry Ski Touring, Mountaineering FIT:
    Relaxed - Drapes loosely on the body. Pants are going to be relaxed at the waist
    and much roomier throughout the thigh, knee, and cuff.'
  - 'Title: JORDAN CRAIG KIDS DENALI SHEARLING JACKET_MIDNIGHT SMOKE_91445B Descripion:
    Faux suede body Plush faux shearling lining throughout body and sleeves Shearling
    accented pockets Horn toggle front closure Vegan suede straps with buckle at neck
    Detachable faux fox fur hood with zipper Also available in RED, PINK, PURPLE,
    COGNAC, BLACK AND MIDNIGHT SMOKE. STYLE#: 91445B Zipper closure Faux suede body
    Plush faux shearling lining throughout body and sleeves Shearling accented pockets
    Horn toggle front closure Vegan suede straps with buckle at neck Detachable faux
    fox fur hood with zipper'
- source_sentence: kids' jacket featuring a soft exterior, cozy inner lining, and
    multiple pockets.
  sentences:
  - 'Title: Free People Rocky Ridge Jacket Black Check LG (Women''s 12-14) Descripion:
    Layer up with the perfect studiotostreet layering FP Movement Rocky Ridge Jacket.
    The relaxed fit buttondown fleece jacket lends a flattering and slouchy silhouette
    for cozy allday comfort. Free People Movement is now FP Movement. FP Movement
    athletic wear provides the same blend of performance and style that set your workout
    look apart. Foldover collar. Long sleeves with stretch cuffs. Front hand pockets.
    Straight hemline. Main: 100% polyester;Secondary: 95% cotton, 5% elastane. Machine
    washable. Imported. Measurements: Length: 22 in Chest Measurement: 40 in Sleeve
    Length: 28 in Product measurements were taken using size XS (Women''s 02). Please
    note that measurements may vary by size. Fleece Button closure Machine Wash Care
    instructions: Machine Wash'
  - 'Title: JORDAN CRAIG KIDS DENALI SHEARLING JACKET_MIDNIGHT SMOKE_91445B Descripion:
    Faux suede body Plush faux shearling lining throughout body and sleeves Shearling
    accented pockets Horn toggle front closure Vegan suede straps with buckle at neck
    Detachable faux fox fur hood with zipper Also available in RED, PINK, PURPLE,
    COGNAC, BLACK AND MIDNIGHT SMOKE. STYLE#: 91445B Zipper closure Faux suede body
    Plush faux shearling lining throughout body and sleeves Shearling accented pockets
    Horn toggle front closure Vegan suede straps with buckle at neck Detachable faux
    fox fur hood with zipper'
  - 'Title: Helly Hansen Women''s Long Belfast Waterproof Windproof Breathable Raincoat
    Jacket with Hood, 597 Navy, Medium Descripion: 3/4 length Helly Tech Protection
    raincoat and hood keep the rain out, with comfort features inside. The mesh liner
    keeps you dry with added warmth and sporty detailing. Adjustable fit and zippered
    pockets add convenience. 100% Other Fibers Imported Zipper closure Machine Wash
    Helly Tech Protection Waterproof, windproof, and breathable 2 Ply fabric construction
    Fully seam sealed Durable Water Repellency treatment (DWR)'
---

# SentenceTransformer based on sentence-transformers/all-mpnet-base-v2

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2). It maps sentences & paragraphs to a 768-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-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2) <!-- at revision 9a3225965996d404b775526de6dbfe85d3368642 -->
- **Maximum Sequence Length:** 128 tokens
- **Output Dimensionality:** 768 tokens
- **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': 128, 'do_lower_case': False}) with Transformer model: MPNetModel 
  (1): Pooling({'word_embedding_dimension': 768, '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})
)
```

## 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("knguyennguyen/mpnet_jacket4k_adjustedv3")
# Run inference
sentences = [
    "kids' jacket featuring a soft exterior, cozy inner lining, and multiple pockets.",
    'Title: JORDAN CRAIG KIDS DENALI SHEARLING JACKET_MIDNIGHT SMOKE_91445B Descripion: Faux suede body Plush faux shearling lining throughout body and sleeves Shearling accented pockets Horn toggle front closure Vegan suede straps with buckle at neck Detachable faux fox fur hood with zipper Also available in RED, PINK, PURPLE, COGNAC, BLACK AND MIDNIGHT SMOKE. STYLE#: 91445B Zipper closure Faux suede body Plush faux shearling lining throughout body and sleeves Shearling accented pockets Horn toggle front closure Vegan suede straps with buckle at neck Detachable faux fox fur hood with zipper',
    "Title: Helly Hansen Women's Long Belfast Waterproof Windproof Breathable Raincoat Jacket with Hood, 597 Navy, Medium Descripion: 3/4 length Helly Tech Protection raincoat and hood keep the rain out, with comfort features inside. The mesh liner keeps you dry with added warmth and sporty detailing. Adjustable fit and zippered pockets add convenience. 100% Other Fibers Imported Zipper closure Machine Wash Helly Tech Protection Waterproof, windproof, and breathable 2 Ply fabric construction Fully seam sealed Durable Water Repellency treatment (DWR)",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# 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.*
-->

<!--
## 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: 11,097 training samples
* Columns: <code>anchor</code> and <code>positive</code>
* Approximate statistics based on the first 1000 samples:
  |         | anchor                                                                            | positive                                                                             |
  |:--------|:----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
  | type    | string                                                                            | string                                                                               |
  | details | <ul><li>min: 7 tokens</li><li>mean: 13.56 tokens</li><li>max: 30 tokens</li></ul> | <ul><li>min: 43 tokens</li><li>mean: 120.72 tokens</li><li>max: 128 tokens</li></ul> |
* Samples:
  | anchor                                                                       | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
  |:-----------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>a winter jacket for outdoor activities and urban wear for women</code> | <code>Title: Obermeyer Women's Tuscany Ii Jacket Descripion: Stepping lightly on our planet has always been part of our mindset, this year we partnered with Repreve®, a branded performance fabric fiber made from recycled plastics, on our most popular winter jacket, The Tuscany II. The Tuscany II radiates tastefulness and beautiful styling. Whether in the city or on the trail, the Tuscany II is a winter coat that is timeless. Elevated sophistication with removable faux fur trim, extra-soft fleece lined collar, and adjustable hem. Special Inclusive Sizing available. 100% Polyester Imported Zipper closure Hand Wash Only 10K/10K Thermore Classic; 150gm body & sleeve; 40gm hood Ski Contour articulation; YKK zipper); removable hood; 2-way adjustable hood; Removable faux fur; fleece lined collar; zipper Handwarmer pockets); Zipper pass pocket(s) Stretch inner cuffs; fleece chin warmer; interior electronics pocket(s); cord routing Guide; interior goggle pocket; detachable, scratch-free goggle cloth; Snap-away water-resistant powder skirt; adjustable hem</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
  | <code>a shirt jacket for staying warm during cold nights</code>              | <code>Title: Wrangler Authentics Men's Long Sleeve Sherpa Lined Shirt Jacket Descripion: Wrangler Authentics Men's Sherpa Lined Denim Shirt. Built to keep you warm and comfortable during those cold nights. This versatile shirt jacket is extremely functional and can be worn on many different occasions. Stay warm in this sherpa lined denim shirt all winter long. Shell: 55% Cotton, 45% Polyester; Lining: 100% Polyester Imported Button closure Machine Wash RELAXED FIT. Constructed with comfort in mind, this mid-weight flannel shirt will keep you comfortable in many climates. Wear alone or with additional layers in cooler temperatures. PLUSH SHERPA LINING. This unique flannel shirt allows you to take your Fall style into Winter with the added warmth of shearling lining. FUNCTIONAL STYLE. Guaranteed to keep you warm without compromising style, this shearling flannel is built for function and style. Wear it on the job or out to lunch, this shirt jacket can be worn for many occasions. ALL DAY COMFORT. Crafted with a 100% Cotton flannel shell and 100% Polyester soft tan sherpa lining with diamond black quilted padding in the sleeves, this shirt jacket is guaranteed to provide all day comfort. ADDED STORAGE. (2) Chest pockets to ensure that there is always room for your basic necessities - great for storing your wallet, sunglasses or any other quick-access items you may need.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
  | <code>a blazer for formal occasions and events</code>                        | <code>Title: Men's Linen Blazer Jacket Casual Slim Fit Lightweight Two Buttons Blazer Sport Coat Descripion: Item: Men's Line Blazer  Department :Mens  Package include:1pc Linen Jacket  You can choose high quality goods here,including men's wedding suits,business suits,tuxedo, men's dress suits,men's vest,suit for wedding prom and other clothes and clothing accessories.  Nice choice for wedding party,nightclub,dinner,prom party,daily life,business meeting,homecoming and back to school,any fashion forward parties,any holiday,work and other Formal Occasions,Suits can also be given as birthday gifts to your family or friends.  We are committed to offer you the most innovative and comfortable fabric product,and bring you the best service as we can.  Note:1.The real color of the item may be slightly different from the pictures shown on website due to camera quality and monitor settings. Photos are taken in natural light with no flash.  2.Please allow slight deviation for the measurement data.  3.If there is no size that suits you,please send us your detail measurements as following: 1:neckline=___'' 2:shoulder=___'' 3:sleeve=___'' 4:armhole (bicep)=___'' 5:cuff=___'' 6:chest=___'' 7:belly=___'' 8:waist=___'' 9:hip=___'' 10:clothes length=___'' 11:pants length=___'' 12:thigh=___'' 13:height =___'' 14:weight=___'' 50% Rayon, 50% Linen Imported Linen lining Button closure Hand Wash Only 【Premium Material】-- 50% Linen,50% Rayon;This Linen Balzer for men is made of high quality material which is comfortable,absorbent,good air permeability which can reduce skin irritation,and easier to wash,providing a comfortable wearing,experience and highlighting your body shape at the same time. 【About Size】-- More size information please refer to the size chart in the image,recommend 1-2 size up.If you have any questions about the linen suit,please feel free to contact us.We will provide the best solution for you within 24 hours. 【Occasion】-- This Linen Jacket is suitable for multiple occasions,such as Summer Beach,daily use,business meeting,fashion shows,parties,or grand holidays,etc.With our affordable price,we strongly suggest you,purchase multiple colors and it will be so easy to find your proper suit for the event! 【FINEST MATERIAL & CAREFUL CRAFTMANSHIP】-- Wangyue understands that upscale linen material and careful craftmanship are the two most important things to a linen blazer. That's why we are having the most experienced tailors to handmake these jackets with the finest fabric and material. From head to toe, you will find the blazer are exactly the same quality as our pictures. 【Can Give Gift】It is unique,comfortable,atmospheric and self cultivation.It is the best perfect gift for your father,son,boyfriend,classmate.If you take it out as a gift,it will brighten your face and at the same time,you will receive a lot of compliments.</code> |
* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
  ```json
  {
      "scale": 20.0,
      "similarity_fct": "cos_sim"
  }
  ```

### Evaluation Dataset

#### Unnamed Dataset


* Size: 300 evaluation samples
* Columns: <code>anchor</code> and <code>positive</code>
* Approximate statistics based on the first 300 samples:
  |         | anchor                                                                            | positive                                                                             |
  |:--------|:----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
  | type    | string                                                                            | string                                                                               |
  | details | <ul><li>min: 8 tokens</li><li>mean: 25.18 tokens</li><li>max: 62 tokens</li></ul> | <ul><li>min: 52 tokens</li><li>mean: 125.31 tokens</li><li>max: 128 tokens</li></ul> |
* Samples:
  | anchor                                                                              | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
  |:------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>a cardigan for school uniform or cosplay costume outfit for teen girls</code> | <code>Title: Teen Girls Cute Knitted V-Neck Sweater Anime Japanese Cosplay JK Uniform Cardigan Long Sleeve High School Cozy Jacket Coat Descripion: Size Chart(Inch): Small--Bust: 45.3 Shoulder:24.0 Shoulder:23.6 Medium--Bust:47.2 Shoulder:24.8 Shoulder:24.4 Large—Bust: 49.2 Shoulder:25.6 Shoulder: 25.2 X-Large—Bust: 51.2 Shoulder:26.4 Shoulder: 26.0 The size is Asian size, please refer to size details below before order Package includes: Cardigan sweater*1 Design details: Japanese sailor jk uniform cardigan candy kawaii sweater with Long sleeve,v-neck Women knit sweater coat, The cardigan could as a cosplay costume outfit,also would be fine to wear costumes to school or as a regular outfit,relaxed fit,buttons closure and side pockets, perfect for casual, daily wear in spring, autumn, winter Machine washing is OK. cold water recommended. don’t bleach. hang to dry 进口 Button closure Machine Wash Package Included: 1*Girl's sweater; other accessories that models wear in the pictures are not sold in this link. Feature: puff sleeve, v-neck, Japanese style, solid color, buttons closure, cozy fabric and loose fit teens coats, Loose Knitted Sweaters for Women Cute Sweater; Girls can wear it for school uniform, Japanese style loose fall sweaters v neck casual pullover sweaters for women soft warm juniors sweaters, Long Sleeve V-Neck Knitted Cardigan Sweater Anime Japanese School Girl Uniform Daily wear suit school uniforms, Fun as birthday or holiday gifts, Halloween party uniforms, Cosplay party uniforms. sailor suits, Christmas party and so on. Perfect to match with basic T-shirt, crop top, leggings, shorts, skirt, jeans, cosplay dress, knee high boots or lolita shoes for a cute look. Soft fabric, skin-friendly, keep you warm in spring and autumn</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
  | <code>a warm winter jacket for little girls aged 1-6 years</code>                   | <code>Title: ZHICHUANG Girls Novelty Stawberry Print Jacket for 1-6 Years,Little Girls' Winter Warm Thick Coat Bear Ears with Hooded Descripion: Toddler Baby Girls Boys Winter Cartoon Cow Strawberry Dinosaur Windproof Coat Hooded Warm Outerwear JacketFeatures:Feature：Main Color: The Picture ShowPattern Type:PrintIf your kid is , we recomend choosing a larger size, thanks.Material:PolyesterProduct Description:Main Color: The Picture ShowSizeRecommended AgeBustLength9012-24 Months67cm/26.38''37.5cm/14.76''1002-3 Years71cm/27.95''40cm/15.75''1103-4 Years75cm/29.53''42.5cm/16.73''1204-5 Years79cm/31.10''45cm/17.72''1305-6 Years83cm/32.68''47.5cm/18.70''Size:90Recommended Age:12-24 MonthsBust:67cm/26.38''Length:37.5cm/14.76''Size:100Recommended Age:2-3 YearsBust:71cm/27.95''Length:40cm/15.75''Size:110Recommended Age:3-4 YearsBust:75cm/29.53''Length:42.5cm/16.73''Size:120Recommended Age:4-5 YearsBust:79cm/31.10''Length:45cm/17.72''Size:130Recommended Age:5-6 YearsBust:83cm/32.68''Length:47.5cm/18.70''Size: 90 Recommended Age: 12-24 Months Bust: 67cm/26.38'' Length: 37.5cm/14.76'' Size: 100 Recommended Age: 2-3 Years Bust: 71cm/27.95'' Length: 40cm/15.75'' Size: 110 Recommended Age: 3-4 Years Bust: 75cm/29.53'' Length: 42.5cm/16.73'' Size: 120 Recommended Age: 4-5 Years Bust: 79cm/31.10'' Length: 45cm/17.72'' Size: 130 Recommended Age: 5-6 Years Bust: 83cm/32.68'' Length: 47.5cm/18.70'' 🎁✈ Fuzzy Fleece,Cotton Blend 🎉👏 Welcome to ZHICHUANG shop,we are a children's clothing shop,there are child winter jacket,coat,jumpsuis,pants set,boots shoes,support bulk purchase and express shipping,customer service is online 24 hours. 💯💖🌟 [Thanks Attention] - Please check our own size table to select right size(Not the Amazon Size Guide). We give detailed size information in the description on the bottom left page.Our size chart is based on standard data. If your child is a little bit taller or heavier, we recommend you choose the next size. If you can't choose the correct size or have any questions, please feel free to contact us. closure Hand Wash Only Material:Polyester Pattern Type:Solid Very stylish and cute design, carefully selected gentle and skin-friendly materials, and thickened warmth experience, so that your children will be protected from the cold in this Winter. Perfect for wedding , baptism, ceremony, dinner, kindergarten,school, photo shoot,formal wear, Christmas,birthday party, family gathering,casual daily wear, playwear or other occasions. Plus Elephant  Jumpsuit Coat</code> |
  | <code>a jacket for skiing and snowboarding activities for men</code>                | <code>Title: Spyder Mens Hooded Midi Anorak Jacket Descripion: Spyder Signal GTX Anorak - 201040A functional yet stylish jacket that dominates around town and on the mountain, the Signal GTX Anorak is bringing back the Anorak design in a big way. GORE-TEX Stretch Polyester, 80 grams of black eco insulation and YKK zippers equip the Signal GTX Anorak with the tools necessary to conquer a hard day on the slopes. Large side body zips make the Signal GTX Anorak easy to get in and out of. A fully functional zippered front kangaroo pocket gives you all the storage you could possibly need. With all of these features, the Signal GTX Anorak is here to stay. Stretch Polyester Plain Weave 2L with GORE-TE Laminate and PFCecFree DWR PrimaLoft Black ECO Insulation (80g) YKK Zippers Fixed helmet compatible hood with adjustable opening Fully seam taped YKK reverse coil center front zipper Underarm ventilation system with side entry at wearer's right side Secure data card pocket Custom Chassis: Taffeta lining with strategic stretch panels and fixed powder skirt with snapback feature Hook and loop secure anorak pocket Zippered pass through kangaroo hand pockets Drawcord adjustable hem Polyester Zipper closure Hand Wash Only</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
  ```json
  {
      "scale": 20.0,
      "similarity_fct": "cos_sim"
  }
  ```

### Training Hyperparameters
#### Non-Default Hyperparameters

- `eval_strategy`: epoch
- `per_device_train_batch_size`: 128
- `learning_rate`: 2e-05
- `num_train_epochs`: 10
- `lr_scheduler_type`: cosine
- `warmup_ratio`: 0.1
- `load_best_model_at_end`: True

#### 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`: 128
- `per_device_eval_batch_size`: 8
- `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`: 2e-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`: 10
- `max_steps`: -1
- `lr_scheduler_type`: cosine
- `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`: False
- `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`: None
- `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`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `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
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional

</details>

### Training Logs
| Epoch   | Step    | Training Loss | loss      |
|:-------:|:-------:|:-------------:|:---------:|
| 0.5747  | 50      | 1.6459        | -         |
| 1.0     | 87      | -             | 0.0897    |
| 1.1494  | 100     | 0.6779        | -         |
| 1.7241  | 150     | 0.512         | -         |
| 2.0     | 174     | -             | 0.0765    |
| 2.2989  | 200     | 0.3965        | -         |
| 2.8736  | 250     | 0.3655        | -         |
| 3.0     | 261     | -             | 0.0658    |
| 3.4483  | 300     | 0.3009        | -         |
| 4.0     | 348     | -             | 0.0658    |
| 4.0230  | 350     | 0.2838        | -         |
| 4.5977  | 400     | 0.2394        | -         |
| 5.0     | 435     | -             | 0.0689    |
| 5.1724  | 450     | 0.2279        | -         |
| 5.7471  | 500     | 0.2125        | -         |
| 6.0     | 522     | -             | 0.0680    |
| 6.3218  | 550     | 0.1913        | -         |
| 6.8966  | 600     | 0.1899        | -         |
| **7.0** | **609** | **-**         | **0.063** |
| 7.4713  | 650     | 0.1793        | -         |
| 8.0     | 696     | -             | 0.0631    |
| 8.0460  | 700     | 0.1676        | -         |
| 8.6207  | 750     | 0.1643        | -         |
| 9.0     | 783     | -             | 0.0638    |
| 9.1954  | 800     | 0.1772        | -         |
| 9.7701  | 850     | 0.1665        | -         |
| 10.0    | 870     | -             | 0.0636    |

* The bold row denotes the saved checkpoint.

### Framework Versions
- Python: 3.11.11
- Sentence Transformers: 3.1.1
- Transformers: 4.45.2
- PyTorch: 2.5.1+cu121
- Accelerate: 1.2.1
- Datasets: 3.2.0
- Tokenizers: 0.20.3

## 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",
}
```

#### MultipleNegativesRankingLoss
```bibtex
@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}
```

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