Add new SentenceTransformer model

02287a7 verified 4 months ago

33.3 kB

metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - dense
  - generated_from_trainer
  - dataset_size:3358
  - loss:CosineSimilarityLoss
base_model: KiruruP/anime-recommendation-multilingual-mpnet-base-v2
widget:
  - source_sentence: >-
      What is a manga series about a boy-king with a diamond mine in the South
      Seas, surrounded by beautiful teenage boys and facing threats from an
      international diamond syndicate?
    sentences:
      - >-
        After the defeat of Myouri Unzen at the hands of Medaka Kurokami and her
        Student Council, peace has returned to Hakoniwa Academy—at least, for a
        short while. Soon, Medaka, Zenkichi Hitoyoshi, Kouki Akune, and Mogana
        Kikaijima find themselves wrapped up in another sinister scheme, known
        as the "Flask Plan," led by the school's principal himself. However, the
        council's first problem is to deal with a whole new group of superhuman
        students calling themselves the "Thirteen Party," led by the egotistical
        but powerful Oudo Miyakonojou. With the mysterious Flask Plan, Oudo's
        tyranny, and the resurfacing of an old enemy, the state of Hakoniwa
        Academy is far from tranquil, and Medaka and her companions have their
        hands full as things only get a lot more abnormal.
      - >-
        Patarillo! is set in a society much like ours in most ways, with one
        decided twist. The manga on which it is based is one of the much-read
        works produced for adolescent Japanese girls that features a healthy
        proportion of gay men and beautiful teenagers aka bishounen (beautiful
        boys). Most of the action takes place in Marinera, the land of eternal
        spring, located somewhere in the South Seas. The country is a major
        producer of diamonds; they provide much of the basis of conflict in the
        anime series. They come from one of the most prolific mines in the
        world, owned by the king of Marinera, the vertically challenged but
        horizontally endowed boy-king Patarillo himself. The International
        Diamond Syndicate - a huge semi- criminal organization/ secret society
        dedicated to taking over the world's entire diamond supply- wants that
        mine and will stop at nothing to get it. In the early episodes they send
        off a number of bishounen assassins to do in Patarillo, which
        necessitates his having a bodyguard, the English MI6 agent, Major Jack
        ('Bishounen-Killer') Bancoran. Bancoran's nickname doesn't mean he
        shoots bishounen in cold blood. The soubriquet comes from the fact that
        no male under the age of 17 can resist his sexual fascination. This, to
        Bancoran's eternal disgust, includes Patarillo himself. The action
        switches often from Marinera to MI6 headquarters in London (London seems
        to be an easy two hour's flight from the South Seas) or Bancoran's
        palatial condo in the suburbs of same. (MI6, be it noted, looks a lot
        like Fritz Lang's Metropolis, while Jack's 'apartment' bears a passing
        resemblance to Randolph Hearst's spread.) The action also goes into the
        past and future and out into space. Patarillo evidently gets around.
      - >-
        The world's greatest assassin had sworn lifelong allegiance to the
        organization that raised him. However, despite his loyalty, that very
        same organization takes action to silence him, ultimately leading to his
        demise. Drowning in frustration and regrets he can no longer suppress,
        he finds himself in an audience with a goddess attracted by his
        exceptional skills. The goddess offers him reincarnation into a
        magnificent world of swords and magic so he can perform a crucial
        mission: prevent that world's destruction by slaying its hero. Accepting
        the goddess' request, he is reborn as Lugh Tuatha Dé, the son of a noble
        family of assassins serving the Alvan Kingdom. Under the guidance of his
        father, Lugh learns new assassination techniques that significantly
        differ from the cold-blooded and unsympathetic killing style of his
        previous life. Furthermore, his other talents bloom, allowing him to
        meet new allies and acquaintances. Even so, Lugh knows that his efforts
        are far from adequate, because a monumental adversary such as the hero
        can only be defeated with perfection.
  - source_sentence: >-
      What is the story of a World War I pilot turned pig who becomes a bounty
      hunter in the Adriatic Sea, and how does he seek revenge against a young
      hotshot pilot?
    sentences:
      - >-
        Shi Miao simply cannot stand her lazy, stupid, and unreliable elder
        brother Shi Fen, who is one year above her at the same high school.
        Though the two siblings can only depend on each other, Shi Miao's
        violent tendencies combined with Shi Fen's knack for causing trouble
        cause them to fight constantly. And so, Shi Miao can only hope that
        someone might take her brother away—even though, when push comes to
        shove, Shi Fen always tries to do what he believes is best for his cute
        younger sister.
      - >-
        After a curse turned him into a pig, World War I ace Marco Pagot becomes
        Porco Rosso, a mysterious bounty hunter who takes down sky pirates in
        the Adriatic Sea. He whiles away his days on a secluded island, rarely
        leaving other than to collect bounties or to visit the beautiful Gina, a
        songstress and owner of the Hotel Adriano. One day, while traveling to
        fix his faulty engine, Porco Rosso is gunned down by a young American
        hotshot named Donald Curtis. Thrilled at the possibility of fame, Donald
        boldly declares that the flying pig is dead. Not wanting to disappoint
        Gina, Porco Rosso flees to the famous Piccolo S.P.A. airplane company
        and takes out a massive loan in order to repair and improve his fighter
        plane. There, he is surprised to find that the chief engineer of Piccolo
        S.P.A. is the 17-year-old Fio Piccolo, who hungers for a chance to prove
        herself. With Fio's improvements, Porco Rosso prepares to challenge
        Donald officially and regain his honor.
      - >-
        Justy Ueki Tylor is an average 20-year-old man: lazy, greedy, and a
        passionate womanizer. He plans to land an easy job with the United
        Planets Space Force that pays decently and is also far away from the
        rigorous combat raging throughout the galaxy. However, Tylor's dreams of
        living a simple life are brought to a sudden halt when he stumbles into
        a dangerous hostage situation. Through one strange mishap after another,
        Tylor miraculously manages to save the hostages and is awarded command
        of the decrepit space-cruiser Soyokaze! Now Tylor finds himself in
        charge of sending mad mercenaries, proud pilots, skeptical colleagues,
        and harsh commanders through the infinite expanse of the universe, all
        the while avoiding the looming threat of the Holy Raalgon Empire. What
        misadventures await the irresponsible Captain Tylor?
  - source_sentence: >-
      "What is the next challenge for Souma Yukihira and Erina Nakiri in the
      Régiment de Cuisine at Tootsuki Culinary Academy, as they face off against
      the Elite Ten Council?"
    sentences:
      - >-
        Nyaruko still wants Mahiro, as does Hasuta. Kūko wants Nyaruko, but
        believes both Nyaruko's and Mahiro's "first time" belongs to her. Yoriko
        puts up with all of it and cheerfully runs the house where they all
        live. Mahiro just wants some sanity. He doesn't want to be the love toy
        of a Nyarlathotepan, Cthughan, or a shots-like Hasturan. He may or may
        not hold out.
      - >-
        On a sunny afternoon in her Paris apartment, assassin-for-hire Mireille
        Bouquet receives a strange email from Kirika Yuumura, a young student
        from Japan, inviting her to "make a pilgrimage to the past" together.
        Initially thinking the email is nonsense, she changes her mind when it
        begins playing a song that she recognizes from her youth. Upon first
        meeting each other in person, the two are suddenly ambushed by
        gun-wielding men. While Mireille is capable of fending off the assault,
        she discovers that Kirika is quite adept in combat situations after she
        takes out several gunmen on her own. Despite her proficiency at killing,
        Kirika laments her inability to feel remorse for her victims. In
        addition, Kirika apparently has no memory of how she came to acquire the
        skills she possesses or even of her real identity. Sensing shared
        history between them, Mireille agrees to team up with Kirika, and
        together, they embark on a journey to uncover the mysteries of their
        pasts. Operating under the codename "Noir," the duo's fragile alliance
        is tested as they begin accepting jobs, each one bringing them closer to
        the truth of who they really are.
      - >-
        At Tootsuki Culinary Academy, a heated eight-on-eight Shokugeki known as
        the Régiment de Cuisine rages on between Central and the rebel forces
        led by Souma Yukihira and Erina Nakiri. Though they won a stunning
        perfect victory in the first bout, the rebels face an uphill battle
        ahead, as they must now face off against the rest of the Elite Ten
        Council. With the future of Tootsuki at stake, Souma and Erina must push
        far beyond the limits of their abilities, using everything they learned
        from their mentors and ultimately drawing from their experiences cooking
        together as friends.
  - source_sentence: >-
      What is the story of a boy without magical abilities living in a magical
      world, forced to attend a prestigious magic academy to prove himself and
      protect his family?
    sentences:
      - >-
        In this magical world, one is easily identified as having magical
        abilities by a distinctive mark on their face. Those unable to practice
        magic are swiftly exterminated to maintain the magical integrity of
        society. However, deep within a forest lies an anomaly in Mash
        Burnedead, who can be found pumping iron with one arm and lifting a
        cream puff with the other. This aloof boy with superhuman strength—but
        no magical abilities—leads a quiet life with his father, far removed
        from society. Mash's peace is soon disturbed when the authorities
        discover his lack of magical powers. They issue him an ultimatum:
        compete to become a Divine Visionary, which would force everyone to
        accept him, or be persecuted forever. To protect his family, he enrolls
        in the prestigious Easton Magic Academy, which only the most elite and
        gifted students are allowed to attend. Now, Mash must overcome his
        shortcomings as a magic-less being and surpass the other
        students—relying solely on his muscles.
      - >-
        Pei Qian, an ordinary migrant worker, was accidentally bound to the
        wealth conversion system, which gave him a good opportunity to spend
        money in business and start his life over again. However, the system
        stipulates that you can only earn one yuan if you make a profit of 100
        yuan, but all the money you lose can go into your own pocket. In order
        to lose money, Pei Qian chose the high-risk, money-burning game
        industry, and deliberately produced "alternative" games that went
        against the rules of the market. However, he unexpectedly became popular
        time and time again, earning a lot of money, and painfully became Pei
        Qian is the "business wizard" admired by everyone, but only Pei Qian
        understands that I really just want to lose money...
      - >-
        When "ordinary boy" Kagami Kazuya meets the beautiful tsukumogami
        Kiriha, his life gets turned upside-down. As a "Taboo Child" who draws
        the supernatural towards him, he receives orders from the God of the
        Land, Kukuri, to become an exorcist and defeat these evil forces. And
        so, he and Kiriha do battle. To find out information on these
        supernatural beings, Kazuya and his friends set up a counselor's club at
        school. But behind the typical-seeming troubles he hears about, he
        uncovers a major plot to target Kukuri... In addition to the
        sadistic-yet-beautiful tsukumogami Kiriha, the situation draws other
        girls to Kazuya to join the fray!
  - source_sentence: >-
      "Who is blackmailing the members of Class F in a school where their
      avatars are acting strangely?"
    sentences:
      - >-
        The blockheads of Class F return with more misadventures! Rather than
        desperately competing against the elite students in Class A for better
        facilities, they have other problems at hand. While the girls are
        constantly vying for the boys' attention, Akihisa Yoshii and Yuuji
        Sakamoto are being blackmailed by a stalker who threatens to reveal
        their most embarrassing secrets to the whole school. Moreover,
        everyone's avatar starts to behave strangely. Filled with more
        nosebleeds and eye-pokes, the boys of Class F must work together to
        discover the stalker's identity and deal with the misfortunes that come
        with love among fools.
      - >-
        Amatsuyu "Jouro" Kisaragi is a completely average second-year high
        school student who has two dates over one weekend⁠—with the student
        council president Sakura "Cosmos" Akino on Saturday, then with his
        childhood friend Aoi "Himawari" Hinata on Sunday. Sadly for Jouro, both
        girls proclaim their love for his best friend Taiyou "Sun-chan" Ooga,
        the ace of the baseball team. Accepting each of their requests for
        advice and guidance, he is now responsible for helping the two girls win
        the heart of the same guy. Unbeknownst to his friends, Jouro's friendly
        and obtuse image is all but a ruse designed to cast himself as the
        clueless protagonist of a textbook romantic comedy. A schemer under his
        cheery facade, he makes the best of this unexpected turn of events with
        a new plan: get Sun-chan to fall for either Cosmos or Himawari and take
        the other as his own prize. But Jouro's last-ditch effort is threatened
        by the gloomy, four-eyed Sumireko "Pansy" Sanshokuin, who surprises
        Jouro with not only her knowledge of his secret personality but also a
        confession to the true self he hid for all this time. Stuck in this
        hilariously messy situation, each of the five students must navigate
        countless lies, traps, and misunderstandings to come out on top.
      - >-
        After witnessing his mother's death at a young age, Uryuu Kamihate grew
        up disillusioned with the gods, dismissing faith in them as utter
        nonsense. Due to his beliefs, he aims to become a doctor, spending most
        of his time studying to enter the prestigious Kyoto University. To
        further his studies, Uryuu searches for a new place to take him in and
        get away from the noisy environment of the orphanage where he grew up.
        Chidori Amagami, head priest of the Amagami Shrine, allows him to stay
        at the Amagami residence. However, Uryuu has to live there with
        Chidori's three granddaughters—Yae, Yuna, and Asahi—who serve as shrine
        maidens. Moreover, Chidori has another condition for Uryuu: he has to
        marry one of the sisters to ensure the shrine's future and one day
        inherit it. But with Uryuu's goals and outlook naturally clashing
        against the sisters' beliefs, this already daunting ordeal seems
        outright impossible.
pipeline_tag: sentence-similarity
library_name: sentence-transformers

SentenceTransformer based on KiruruP/anime-recommendation-multilingual-mpnet-base-v2

This is a sentence-transformers model finetuned from KiruruP/anime-recommendation-multilingual-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: KiruruP/anime-recommendation-multilingual-mpnet-base-v2
Maximum Sequence Length: 128 tokens
Output Dimensionality: 768 dimensions
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, 'architecture': 'XLMRobertaModel'})
  (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("KiruruP/anime-recommendation-multilingual-mpnet-base-v2-v3")
# Run inference
sentences = [
    '"Who is blackmailing the members of Class F in a school where their avatars are acting strangely?"',
    "The blockheads of Class F return with more misadventures! Rather than desperately competing against the elite students in Class A for better facilities, they have other problems at hand. While the girls are constantly vying for the boys' attention, Akihisa Yoshii and Yuuji Sakamoto are being blackmailed by a stalker who threatens to reveal their most embarrassing secrets to the whole school. Moreover, everyone's avatar starts to behave strangely. Filled with more nosebleeds and eye-pokes, the boys of Class F must work together to discover the stalker's identity and deal with the misfortunes that come with love among fools.",
    'Amatsuyu "Jouro" Kisaragi is a completely average second-year high school student who has two dates over one weekend\u2060—with the student council president Sakura "Cosmos" Akino on Saturday, then with his childhood friend Aoi "Himawari" Hinata on Sunday. Sadly for Jouro, both girls proclaim their love for his best friend Taiyou "Sun-chan" Ooga, the ace of the baseball team. Accepting each of their requests for advice and guidance, he is now responsible for helping the two girls win the heart of the same guy. Unbeknownst to his friends, Jouro\'s friendly and obtuse image is all but a ruse designed to cast himself as the clueless protagonist of a textbook romantic comedy. A schemer under his cheery facade, he makes the best of this unexpected turn of events with a new plan: get Sun-chan to fall for either Cosmos or Himawari and take the other as his own prize. But Jouro\'s last-ditch effort is threatened by the gloomy, four-eyed Sumireko "Pansy" Sanshokuin, who surprises Jouro with not only her knowledge of his secret personality but also a confession to the true self he hid for all this time. Stuck in this hilariously messy situation, each of the five students must navigate countless lies, traps, and misunderstandings to come out on top.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.9794, 0.6574],
#         [0.9794, 1.0000, 0.6667],
#         [0.6574, 0.6667, 1.0000]])

Training Details

Training Dataset

Unnamed Dataset

Size: 3,358 training samples
Columns: sentence_0, sentence_1, and label
Approximate statistics based on the first 1000 samples:
sentence_0 sentence_1 label
type string string float
details
min: 15 tokens
mean: 47.92 tokens
max: 128 tokens

min: 51 tokens
mean: 123.01 tokens
max: 128 tokens

min: 1.0
mean: 1.0
max: 1.0

	sentence_0	sentence_1	label
type	string	string	float
details	min: 15 tokens mean: 47.92 tokens max: 128 tokens	min: 51 tokens mean: 123.01 tokens max: 128 tokens	min: 1.0 mean: 1.0 max: 1.0

Samples:

sentence_0	sentence_1	label
`What is the story about the kind-hearted guardian in a small church who has a secret crush on the pastor and protects the villagers with her mysterious powers?`	In a small church atop a hill, Pastor Lawrence looks after Saint Cecilia. Her presence is a beacon of hope for the villagers, as her mysterious powers protect them from the weakness of their minds and outside evils. While she appears dignified in front of the villagers, Cecilia allows her lazy side to show when alone with the pastor. Although Cecilia is the guardian of the people, Lawrence is determined to shield her from harm. Unbeknownst to Lawrence, Cecilia harbors a huge crush on him. She accompanies him on his shopping trips and provides him with divine protection every day. Despite Lawrence remaining oblivious to her true feelings, Cecilia continues to shower him with obvious displays of affection as the bond between them grows.	`1.0`
`What is a query for a natural language search engine to find a story about a cadet with no space experience, inspired by a passionate woman to join a failing space program and change his country's fate?`	Shirotsugh "Shiro" Lhadatt may be a cadet in the Kingdom of Honneamise's Royal Space Force (RSF), but he has never been in space before—in fact, nobody has. The RSF is often regarded as a failure both by the country's citizens and a government more interested in precipitating a war with a neighboring country than scientific achievement. Following the funeral of a fellow cadet, an unmotivated Shiro is walking in the city one night, when he bumps into Riquinni Nonderaiko, a young, pious woman, genuinely enthusiastic about the significance of space exploration. As the two gradually bond, Riquinni's encouragement inspires Shiro to volunteer as a pilot for a prospective rocket ship, potentially becoming Honneamise's first man in space. Shiro and the RSF are soon joined by a team of elderly but eager scientists and engineers, and together, they embark on a mission to mold their nation's space program into a success. However, their efforts soon catch the attention of the government, which see...	`1.0`
`What is the strongest woman on the planet doing to prevent All For One from seizing her quirk and aiding her allies against Tomura Shigaraki and All Might?`	Following an all-out battle with the Paranormal Liberation Front, it is difficult for the people of Japan to continue placing faith in their heroes. To combat the combined power of Tomura Shigaraki and All For One, All Might calls for his ally from the West—the strongest woman on the planet, Star and Stripe. However, All For One decides to intercept Star and her fleet to get his hands on her overpowered quirk before she can enter Japanese airspace. Although Endeavor, Hawks, and Best Jeanist are headed to the rendezvous point, Star makes a gamble in the present to save her comrades.	`1.0`

Loss: CosineSimilarityLoss with these parameters:

{
    "loss_fct": "torch.nn.modules.loss.MSELoss"
}

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 16
per_device_eval_batch_size: 16
num_train_epochs: 10
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: 16
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: 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: 10
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: None
hub_always_push: False
hub_revision: None
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
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
liger_kernel_config: None
eval_use_gather_object: False
average_tokens_across_devices: False
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: round_robin
router_mapping: {}
learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss
2.3810	500	0.0177
4.7619	1000	0.0038
7.1429	1500	0.0015
9.5238	2000	0.001

Framework Versions

Python: 3.11.13
Sentence Transformers: 5.1.0
Transformers: 4.55.0
PyTorch: 2.6.0+cu124
Accelerate: 1.10.0
Datasets: 4.0.0
Tokenizers: 0.21.4

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",
}