metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:11397
  - loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-mpnet-base-v2
widget:
  - source_sentence: >-
      men's sleeveless vest with a polished exterior and a tailored fit.. men's
      sleeveless vest with a polished exterior and a tailored fit.
    sentences:
      - >-
        Title: Arnodefrance Lity Of Gog Denim Jacket Graphic Print Washed Jacket
        Hip Pop Button Down Trucker Jacket Descripion: ['Arnodefrance provides
        more trendy clothing choices for trendy brand lovers and fashion icons.
        It has always been aimed at creating an international first-line trendy
        brand. It has unique cutting treatment, personalized color matching and
        comfortable soft fabrics. It expresses modern youth through clothing
        design. In a happy world, people play a self-style, create topics, and
        always maintain a trendy attitude to question common sense and pursue
        their own answers.']
      - >-
        Title: Columbia Girls' Big Benton Fleece Jacket, Spring Blue/Blue Chill,
        Medium Descripion: ["There's nothing more necessary than a fleece layer
        in a litter adventurer's outdoor winter wardrobe—that's why the Benton
        Springs Full Zip Fleece Jacket exists. Columbia's soft, winter-ready
        jacket is the ultimate warmth provider and the everyday style piece.
        Crafted of our super-soft 100% polyester MTR filament fleece, this
        Benton Springs Full Zip Fleece Jacket is the perfect layering piece and
        first line of defense to combat the cold. It contains a modern classic
        fit that allows for comfortable movement and zippered side pockets to
        keep your small items (including your hands) secure. An added bonus is
        the warm collar that's flexible so you can choose whether you want to
        wear it up or down, depending on your desired level of toastiness. Our
        Benton Springs Full Zip Fleece Jacket is available in many accommodating
        sizes and colors as well. To ensure the size you choose is right,
        utilize our sizing chart and the following measurement instructions: For
        the sleeves, start at the center back of your neck and measure across
        the shoulder and down to the sleeve. If you come up with a partial
        number, round up to the next even number. For the chest, measure at the
        fullest part of the chest, under the armpits and over the shoulder
        blades, keeping the tape measure firm and level."]
      - >-
        Title: Men's Slim Vest Sleeveless Jacket Casual PU Leather Vests Button
        Open V-Neck Simple Joker Slim Fit Vest Winter Descripion:
        ['SPECIFICATIONGender:MENFabric Type:BroadclothStyle:Smart
        CasualMaterial:NylonMaterial:ViscoseItem Type:Vests']
  - source_sentence: >-
      women's blazer with a tailored design, long sleeves, and a single-button
      closure.
    sentences:
      - >-
        Title: Blazer Jackets for Women Lapel Long Sleeve Single Breasted Office
        Outerwear Solid Casual Long Coats Work Cardigans Descripion:
        ['☆☆☆☆☆☆▅▅▅▅▅▅▅▅▅▅' '☆☆☆☆☆☆▅▅▅▅▅▅▅▅▅▅' '☆☆☆☆☆☆▅▅▅▅▅▅▅▅▅▅'
         '▅▅▅▅▅▅▅▅▅▅▅▅▅▅▅▅' '▅▅▅▅▅▅▅▅▅▅▅▅▅▅▅▅' '▅▅▅▅▅▅▅▅▅▅▅▅▅▅▅▅' 'Q&A'
         'Q1：Are these Anjikang store clothes true to size?A1：Yes, just order your size,we are standard US size.'
         "Q2: Will it wrinkle or shrink after washed? or does it smell bad or itchy?A2: Not at all. We made of good material,so it won't had bad smelling,shrink or wrinkle,itchy all the problem you are worried."
         'Q3: Does it look exactly like the picture?A3: Yes the color is the same as in the picture.'
         'Q4: Washing instructions?A4: Hand wash recommended; Machine wash cold.'
         'Q5: Does this material fade fast?A5: Not at all.'
         'Q6: Is this soft or a rougher material?A6: Very soft and comfortable.'
         "zip up jacket women womens dress coat long coats for women velvet coat winter sweaters shacket jacket women black varsity jacket bomber jackets flannel jackets rain jacket women varsity jacket women jean jacket with fringe jean jacket women hooded jean jacket velvet jackets water resistant jacket women cropped zip up jacket fleece tights for women winter womens plaid jacket denim long denim jackets plus size faux leather jacket women coats and jackets trench coats for women yellow plaid jacket women's windbreaker jackets camouflage jacket for women woman puffer jacket scrub jacket for women for nurses white suit jacket womens white cropped slim athletic yoga workout track sports zip up jacket flannel jacket white bomber jacket womens aztec denim jacket black parade jacket black winter coat women womens down jacket fall jacket women lightweight puffer jacket women black sequin jacket cape coat long plaid jacket women purple suit jacket white jackets for women"]
      - >-
        Title: Mother of The Bride Dresses with Jacket Lace Wedding Guest
        Dresses for Women Maxi Long Formal Evening Dress Descripion: ['Mother of
        the bride dresess chiffon evening dress formal evening party dresses a
        line mother of the bride dress']
      - >-
        Title: 5665 Teen Girls Cape Coat for Women Long Plus Size Winter Warm
        Coat Button Thick Wool Peacoat Black Fleece Jacket S-5XL Descripion:
        ['♔Welcome to Our Store♔'
         '(◕ˇ∀ˇ◕) Have a nice shopping time, thank you so much! (›´ω`‹ )'
         '-----Size Note-----'
         'Runs Small. We suggest buy one or two size larger. Thank you.'
         'Please check the Size Chart before order. If you are not sure the size, please send message to us.Have a nice day!'
         "Size.: Small US: 4 UK: 8 EU: 34 Bust: 101cm/39.76'' Shoulder: 67.5cm/26.57'' Sleeve: 41.5cm/16.34'' Length: 75cm/29.53''"
         "Size.: Medium US: 6 UK: 10 EU: 36 Bust: 106cm/41.73'' Shoulder: 70cm/27.56'' Sleeve: 42cm/16.54'' Length: 76cm/29.92''"
         "Size.: Large US: 8 UK: 12 EU: 38 Bust: 111cm/43.70'' Shoulder: 72.5cm/28.54'' Sleeve: 42.5cm/16.73'' Length: 77cm/30.31''"
         "Size.: X-Large US: 10 UK: 14 EU: 40 Bust: 116cm/45.67'' Shoulder: 75cm/29.53'' Sleeve: 43cm/16.93'' Length: 78cm/30.71''"
         "Size.: XX-Large US: 12 UK: 16 EU: 42 Bust: 121cm/47.64'' Shoulder: 77.5cm/30.51'' Sleeve: 43.5cm/17.13'' Length: 79cm/31.10''"
         "Size.: XXX-Large US: 14 UK: 18 EU: 44 Bust: 126cm/49.61'' Shoulder: 80cm/31.50'' Sleeve: 44cm/17.32'' Length: 80cm/31.50''"
         "Size.: XXXX-Large US: 16 UK: 20 EU: 46 Bust: 131cm/51.57'' Shoulder: 82.5cm/32.48'' Sleeve: 44.5cm/17.52'' Length: 81cm/31.89''"
         "Size.: XXXXX-Large US: 18 UK: 21 EU: 48 Bust: 136cm/53.54'' Shoulder: 85cm/33.46'' Sleeve: 45cm/17.72'' Length: 82cm/32.28''"]
  - source_sentence: >-
      men's tracksuit set featuring a hood, zip closure, and a comfortable fit
      with breathable fabric.
    sentences:
      - >-
        Title: INTL d.e.t.a.i.l.s Women's Plus Size Packable Anorak Jacket
        Descripion: ['This plus size packable anorak jacket from Details is the
        perfect addition to your outerwear wardrobe. This is great for
        transitional seasons or collar spring/summer days or nights.']
      - >-
        Title: Men's Linen Suits 2 Pieces Slim Fit Prom Suit Summer Beach
        Wedding Groomsman Jacket Pants Set Descripion: ["Men's 2 Pieces Linen
        Suit Slim Fit Casual Summer Beach Suits for Men Formal Wedding Prom
        Business Tuxedo"
         '● This suit contain 1 blazer, 1 pants● Selected High-quality Fabrics: Cotton, Polyester, Viscose. Selected Comfortable, Soft, Breathable Fabrics● Style: Classic Design, Slim Fit● Multi-Colors Optional: Provide Customized Colors'
         'Slim Fit 3D Cut Blazer with Full Shoulder Design:'
         '2 Buttons Closure, Notch Lapel, 4 Pockets on front, 1 Vent'
         'Strong and Durable Pants with Adjustable Waist:'
         'Flat Front, Adjustable Waist Band' 'IMPORTANT TIPS About Size'
         '● Our Size: XS≈34R, S≈36R, M≈38R, L≈40R, XL≈42R, XXL≈44R, 3XL≈46R(The size analogy is for reference only, please check our size chart for the actual size)● PLEASE NOT look at the Amazon size chart. Please select " customized color and size" option if you need customized, then send us all measurements that listed below (The measurement guide pictures are in the left picture of the customization option)● Customized Size (units CM orinches): 1.Neckline 2.Shoulder to shoulder 3.Arm Length 4.Bicep 5.Cuff 6.Chest 7.Belly 8.Waist 9.Hips 10.Blazer Length 11.Pants Length 12.Thigh 13.Height 14.Weight=_kg or pounds● Please make sure all body measurements are correct, please feel free to contact us if you need help'
         'Easy to Match with and Suitable for a lot of Occasions:'
         '● You can match with shirt, tie. You can also match with a solid color T-shirt, simple and comfortable● Suitable for Wedding, Business, Party, Many other occasions, also a great gift for someone important'
         'With the cut somewhat narrow at the waist and legs, looks trendy, don’t be worry about the fit of the suit, you can enjoy the freedom of movement at the same time. Make yourself a modern and trimmed-down silhouette with this suit set, it will bring you tons of compliments!']
      - >-
        Title: JG JENNY GHOO Men's Casual Tracksuits Long Sleeve Jogging Suits
        Sweatsuit Sets Track Jackets and Pants 2 Piece Outfit Descripion:
        ["men's tracksuits track suits for men hip hop sweatsuits jogging suits
        sets 2 piece Warm and breathable material. Great for everyday wear and
        for sport. This tracksuit has a soft and breathable material and it is
        suitable for any occasion. It has a hood and zippers and it is available
        in different colors and patterns."]
  - source_sentence: a lightweight jacket for casual wear
    sentences:
      - >-
        Title: Umbro Brentford FC Mens 22/23 Presentation Jacket (L)
        (Black/Carbon) Descripion: ['Fabric: French Terry, Stretch, Woven.
        Design: Crest, Logo. Angular Panels, Branded Zip Pull, Inner Zip Guard,
        Side Panels. Fabric Technology: Lightweight. Sleeve-Type: Long-Sleeved.
        Neckline: Standing Collar. Pockets: 2 Side Pockets, Concealed Zip.
        Fastening: Full Zip. Hem: Clean Cut. 100% Officially Licensed.']
      - >-
        Title: AKNHD Baby Boys Girls Hooded Thick Snowsuit Romper Warm Snowsuit
        Coat Outwear Jacket Snowsuit with Gloves Descripion: ["Product
        Description:Fashion design,100% Brand New,high quality!Material:
        PolyesterPattern Type: SolidSleeve length: Long SleeveMain Color: As The
        Picture ShowStyle: FashionStylish and fashion design make your baby more
        attractiveGreat for casual, Daily, party or photoshoot, also a great
        idea for a baby show giftsIt is made of high quality materials,Soft hand
        feeling, no any harm to your baby's skinPlease allow slight 1-3cm
        difference due to manual measurement and a little color variation for
        different display setting,thanks for your understanding!1 inch = 2.54
        cmThank you and nice day!Package include:1PC Romper+1Pair Gloves/1PC
        Romper"]
      - >-
        Title: Obermeyer Girls' Katelyn Jacket Without FA Descripion: ["Our
        newly styled Katelyn is a luxurious jacket; Technical, sophisticated,
        and dependable for any endeavor. Children have no filters, They say
        what's on their minds.They simply go and explore how things are, how
        they work, what they do. We love and encourage them to navigate their
        surroundings. Winter brings an excitement that opens her curiosity; The
        uniqueness of snowflakes entices us all, and for her, discovery and
        adventure."]
  - source_sentence: >-
      enamel pin with a compact size, durable material, and a secure backing..
      enamel pin with a compact size, durable material, and a secure backing.
    sentences:
      - >-
        Title: Bleaches Kurosak Ichig Cosplay Hoodie Unisex Sweatshirt Jacket
        Pullover Urahar Kisuke Sweater Coat Streetwear HoodySweatshirt Hoody
        (X-Large, F-yellow 1) Descripion: ['Design：'
         'Bleaches cosplay hoodie unisex Kurosak Ichig jacket pullover fashion hoody Urahar Kisuke long sleeve sweater coat adult Bleaches Kurosak Ichig sweatshirt hoodie tracksuit outerwear oversize girls boys.'
         "Fabric: Made of high-quality polyester cotton, soft and comfortable fabric, suitable for men's daily wear. Material: Polyester. Hooded: With hat. Sleeve Length: Full sleeve, Long sleeve. Thickness: Standard. Season: Autumn Winter Spring. Style: Fashion, Creative, Funny, Casual, Hip Hop. Item Type: 2D printed hoodies sweatshirts adult. Pattern Type: Vivid 2D Print, Fashion Pattern 2D Printing. Package Includes: 1 X Anime Hoodie."]
      - >-
        Title: Cute Cat Enamel Pin I LOVE ALL THE CATS Brooch Cartoon Animal
        Lapel Badge for Backpacks Jackets Clothes Bag Party Decoration Jewelry
        Gift for Friends Descripion: ['Cute Cat Enamel Pin I LOVE ALL THE CATS
        Brooch Cartoon Animal Lapel Badge for Backpacks Jackets Clothes Bag
        Party Decoration Jewelry Gift for Friends Cute Cat Enamel Pin I LOVE ALL
        THE CATS Brooch Cartoon Animal Lapel Badge for Backpacks Jackets Clothes
        Bag Party Decoration Jewelry Gift for Friends Cute Cat Enamel Pin I LOVE
        ALL THE CATS Brooch Cartoon Animal Lapel Badge for Backpacks Jackets
        Clothes Bag Party Decoration Jewelry Gift for Friends Cute Cat Enamel
        Pin I LOVE ALL THE CATS Brooch Cartoon Animal Lapel Badge for Backpacks
        Jackets Clothes Bag Party Decoration Jewelry Gift for Friends']
      - >-
        Title: Funny Chill Demon Enamel Pin Novelty Brooch Buttons Jewelry for
        Jackets Jeans Backpack Cloth Lapel Bag Hat Gift for Luci Fans
        Disenchantment Lovers Men Women Boy Girl Descripion: ['-Size - About
        1.2" -Hard enamel -Black shiny metal -One rubber clutch']
pipeline_tag: sentence-similarity
library_name: sentence-transformers

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

This is a sentence-transformers model finetuned from 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
Maximum Sequence Length: 128 tokens
Output Dimensionality: 768 tokens
Similarity Function: Cosine Similarity

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

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:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("knguyennguyen/mpnet_jacket4k_enhanced")
# Run inference
sentences = [
    'enamel pin with a compact size, durable material, and a secure backing.. enamel pin with a compact size, durable material, and a secure backing.',
    'Title: Funny Chill Demon Enamel Pin Novelty Brooch Buttons Jewelry for Jackets Jeans Backpack Cloth Lapel Bag Hat Gift for Luci Fans Disenchantment Lovers Men Women Boy Girl Descripion: [\'-Size - About 1.2" -Hard enamel -Black shiny metal -One rubber clutch\']',
    "Title: Cute Cat Enamel Pin I LOVE ALL THE CATS Brooch Cartoon Animal Lapel Badge for Backpacks Jackets Clothes Bag Party Decoration Jewelry Gift for Friends Descripion: ['Cute Cat Enamel Pin I LOVE ALL THE CATS Brooch Cartoon Animal Lapel Badge for Backpacks Jackets Clothes Bag Party Decoration Jewelry Gift for Friends Cute Cat Enamel Pin I LOVE ALL THE CATS Brooch Cartoon Animal Lapel Badge for Backpacks Jackets Clothes Bag Party Decoration Jewelry Gift for Friends Cute Cat Enamel Pin I LOVE ALL THE CATS Brooch Cartoon Animal Lapel Badge for Backpacks Jackets Clothes Bag Party Decoration Jewelry Gift for Friends Cute Cat Enamel Pin I LOVE ALL THE CATS Brooch Cartoon Animal Lapel Badge for Backpacks Jackets Clothes Bag Party Decoration Jewelry Gift for Friends']",
]
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]

Training Details

Training Dataset

Unnamed Dataset

Size: 11,397 training samples
Columns: sentence_0 and sentence_1
Approximate statistics based on the first 1000 samples:
sentence_0 sentence_1
type string string
details
min: 4 tokens
mean: 28.21 tokens
max: 93 tokens

min: 30 tokens
mean: 103.65 tokens
max: 128 tokens

	sentence_0	sentence_1
type	string	string
details	min: 4 tokens mean: 28.21 tokens max: 93 tokens	min: 30 tokens mean: 103.65 tokens max: 128 tokens

Samples:

sentence_0	sentence_1
`cosplay jacket designed for men, made from synthetic material, featuring a closure mechanism and suitable for various festive occasions.`	Title: Poetic Walk Kill la Kill Cosplay Matoi Ryuko Costume Jacket Baseball Coat Uniform Sports Coat Descripion: ["Anime Kill la Kill Cosplay Matoi Ryuko Costume Jacket Baseball Coat Uniform Sports Coat Package:One good quality jacket. Fabric:Polyester. Size:Mens size,please choose size from size table,if you couldn't ensure the size,please email us your measurements:female/male,height,bust,waist and hip,then we could check which size fit for you . Occasion: Halloween,Birthday, Masquerade, Christmas, Carnival,theme parties,clothing parties, costume ball, family gatherings, Halloween Party .Cosplay and all kinds of seasonal holidays and parties ."]
`a collarless leather jacket for stylish outerwear`	`Title: Cole Haan Women's Leather Collarless Jacket Descripion: ['Collarless smooth lamb leather jacket with exposed snap detail at necline.']`
`jacket featuring a flexible closure, adjustable head covering, and secure storage options.. jacket featuring a flexible closure, adjustable head covering, and secure storage options.`	`Title: PUMA Puma X Helly Hansen Jacket Descripion: ['Equip Your Wardrobe With The Latest Styles And Technology From This Duo Of Sportswear Titans, Puma And Helly Hansen. Known For Their Excellence With Outerwear, Puma Has Teamed Up With The Experts Over At Helly Hansen To Produce High-Performance, High Style Options For This Line Of Winterwear.']`

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim"
}

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 128
per_device_eval_batch_size: 128
num_train_epochs: 5
multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: no
prediction_loss_only: True
per_device_train_batch_size: 128
per_device_eval_batch_size: 128
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: 5e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1
num_train_epochs: 5
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.0
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: False
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: round_robin

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

@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

@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}
}