final_model/README.md

metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:5604
  - loss:CosineSimilarityLoss
base_model: BAAI/bge-base-en-v1.5
widget:
  - source_sentence: what are the powers of the virginia executive branch
    sentences:
      - >-
        The 49ers won five Super Bowl championships between 1981 and 1994. Four
        of those came in the 1980s, and were led by Hall of Famers Joe Montana,
        Jerry Rice, Ronnie Lott, Steve Young, Charles Haley, Fred Dean, and
        coaches Bill Walsh and George Seifert. They have been division champions
        22 times between 1970 and 2023, making them one of the most successful
        teams in NFL history. The 49ers sit alone in NFL history for most
        playoff wins (38), having been in the league playoffs 30 times (29 times
        in the NFL and one time in the AAFC), and have also played in the most
        NFC Championship games (19), hosting 11 of them, also an NFC record. The
        team has set numerous notable NFL records, including most consecutive
        away games won (18), most consecutive seasons leading the league in
        scoring (4), most consecutive games scored (420 games from 1977 to
        2004), most field goals in a season (44), most games won in a season
        (18), and most touchdowns (8) and points scored (55) in a Super Bowl.
        According to Forbes, the 49ers are the sixth most valuable team in the
        NFL, valued at $6.8 billion as of August 2024. In June 2023, the
        enterprise branch of the 49ers completed the acquisition of English
        soccer club Leeds United and in May 2025, it acquired 51% of Scottish
        soccer club Rangers F.C.
      - >-
        In 2008, Triarc purchased Wendy's, and changed its name to
        Wendy's/Arby's Group, to reflect their core businesses. In January 2011,
        it was announced that Wendy's/Arby's Group were looking into selling the
        Arby's side of the business to focus on the Wendy's brand. It was
        officially announced the companies would split on January 21, 2011. In
        2009, the Wendy's/Arby's Group signed a franchise deal with the Al
        Jammaz Group of Saudi Arabia to open dual-branded Wendy's/Arby's through
        the Middle East with the first location opening in Dubai in the United
        Arab Emirates in May 2010. The Wendy's/Arby's Group also signed a
        similar franchise deal in June 2010 with Tab Gida Sanayi ve Ticaret to
        open dual-branded restaurants in Turkey. After the split, the former
        Wendy's/Arby's Group became The Wendy's Company.
      - >-
        Executive: The Chief Executive is responsible for enforcing regional
        law, can force reconsideration of legislation, and appoints Executive
        Council members and principal officials. Acting with the Executive
        Council, the Chief Executive-in-Council can propose new bills, issue
        subordinate legislation, and has authority to dissolve the legislature.
        In states of emergency or public danger, the Chief Executive-in-Council
        is further empowered to enact any regulation necessary to restore public
        order. Legislature: The unicameral Legislative Council enacts regional
        law, approves budgets, and has the power to impeach a sitting chief
        executive. Judiciary: The Hong Kong Court of Final Appeal and lower
        courts interpret laws and overturn those inconsistent with the Basic
        Law. Judges are appointed by the chief executive on the advice of a
        recommendation commission. The chief executive is the head of government
        and serves for a maximum of two five-year terms. The State Council (led
        by the Premier of China) appoints the chief executive after nomination
        by the Election Committee, which is composed of 1500 business,
        community, and government leaders.
  - source_sentence: how many chromosomes does a human diploid cell have
    sentences:
      - >-
        The Peace of Cateau-Cambrésis in 1559 concluded the war with France,
        leaving Spain at a considerable advantage. However, the government was
        still mired in debt, and declared bankruptcy that year. Most of the
        government's revenues came from taxes and excise duties, not imported
        silver and other goods. The Ottoman Empire had long menaced the fringes
        of the Habsburg dominions in Austria and northwest Africa. In response
        Ferdinand and Isabella had sent expeditions to North Africa, capturing
        Melilla in 1497 and Oran in 1509. Charles had preferred to combat the
        Ottomans through a considerably more maritime strategy, hampering
        Ottoman landings on the Venetian territories in the Eastern
        Mediterranean. Only in response to raids on the eastern coast of Spain
        did Charles personally lead attacks against holdings in North Africa
        (1535). In 1560, the Ottomans battled the Spanish Navy off the coast of
        Tunisia, but in 1565 Ottoman troops landing on the strategically vital
        island of Malta, defended by the Knights of St. John, were defeated. The
        death of Suleiman the Magnificent the following year and his succession
        by Selim II emboldened Philip, who resolved to carry the war to the
        Ottoman homelands. In 1571, a mixed naval expedition of Spanish,
        Venetian, and Papal ships led by Charles' illegitimate son Don John of
        Austria annihilated the Ottoman fleet at the Battle of Lepanto, in the
        largest naval battle fought in European waters since Actium in 31 BC.
        The fleet included Miguel de Cervantes, future author of the historic
        Spanish novel Don Quixote
      - >-
        The 1930s were the team's first golden era, when they improved their
        game through play with more experienced teams. The Combinado del
        Pacífico (a squad composed of Chilean and Peruvian footballers) toured
        Europe from 1933 to 1934. Starting with Ciclista Lima in 1926, Peru's
        football clubs toured Latin America with much success. During one of
        these tours—Alianza Lima's undefeated journey through Chile in
        1935—emerged the Rodillo Negro ("Black Roller"), a skillful group led by
        forwards Alejandro Villanueva, Teodoro Fernández and goalkeeper Juan
        Valdivieso. Sports historian Richard Witzig described these three as "a
        soccer triumvirate unsurpassed in the world at that time", citing their
        combined innovation and effectiveness at both ends of the field. Peru
        and the Rodillo Negro impressed at the 1936 Summer Olympics, won the
        inaugural Bolivarian Games in 1938, and finished the decade as South
        American champions. Historian David Goldblatt assessed the decline of
        its previous success: "despite all the apparent preconditions for
        footballing growth and success, Peruvian football disappeared". He
        attributes this sudden decline to Peruvian authorities' repression of
        "social, sporting and political organisations among the urban and rural
        poor" during the 1940s and 1950s. Nevertheless, Peru performed
        creditably at the South American Championships, placing third in Brazil
        1949 and Chile 1955, and missed qualification for the Sweden 1958 World
        Cup finals, over two legs to eventual champions Brazil.
      - >-
        In 1939, at the start of World War II, Poland was partitioned between
        Nazi Germany and the Soviet Union (see Molotov–Ribbentrop Pact).
        One-fifth of the Polish population perished during World War II; the
        3,000,000 Polish Jews murdered in the Holocaust, who constituted 90% of
        Polish Jewry, made up half of all Poles killed during the war. While the
        Holocaust occurred largely in German-occupied Poland, it was
        orchestrated and perpetrated by the Nazis. Polish attitudes to the
        Holocaust varied widely, from actively risking death in order to save
        Jewish lives, and passive refusal to inform on them, to indifference,
        blackmail, and in extreme cases, committing premeditated murders such as
        in the Jedwabne pogrom. Collaboration by non-Jewish Polish citizens in
        the Holocaust was sporadic, but incidents of hostility against Jews are
        well documented and have been a subject of renewed scholarly interest
        during the 21st century.
  - source_sentence: what is the difference between ice brent crude and wti crude
    sentences:
      - '==== Spring and Autumn period (722–476 BC) ===='
      - >-
        SpaceX has also bought and is modifying several residential properties
        in Boca Chica Village, but apparently planning to leave them in
        residential use, about 2 miles (3.2 km) west of the launch site. In
        September 2019, SpaceX extended an offer to buy each of the houses in
        Boca Chica Village for three times the fair market value along with an
        offer of VIP invitations to future launch events. The 3x offer was said
        to be "non-negotiable." Homeowners were given two weeks for this
        particular offer to remain valid. In January 2024, the Texas Parks and
        Wildlife Department announced a proposal to transfer 43 acres of Boca
        Chica State Park lands to SpaceX, in exchange for 477 new acres to be
        added to the Laguna Atascosa National Wildlife Refuge.
      - >-
        However, exclusive US control of this resource was eventually
        challenged, and the Bering Sea Controversy resulted when the United
        States seized over 150 sealing ships flying the British flag, based out
        of the coast of British Columbia. The conflict between the United States
        and Britain was resolved by an arbitration tribunal in 1893. The waters
        of the Bering Sea were deemed to be international waters, contrary to
        the US contention that they were an internal sea. The US was required to
        make a payment to Britain, and both nations were required to follow
        regulations developed to preserve the resource.
  - source_sentence: why is there a citgo sign in boston
    sentences:
      - >-
        Tucker appeared on Terri Clark's 2012 album Classic in a remake duet of
        her first single "Delta Dawn". In June 2017, Tucker was featured in
        Rolling Stone as one of the 100 Greatest Country Artists of All Time.
        After the death of former flame Glen Campbell on August 8, 2017, Tucker
        released her first single since 2009, "Forever Loving You", a song
        co-penned by Tennessee State Senator Rusty Crowe. The song's release the
        following day, on the eve of Campbell's funeral, drew ire and criticism
        being exploitative. Tucker claimed that a portion of the proceeds will
        benefit the Alzheimer's Foundation of America, but the foundation stated
        it was not involved in the promotion and has not received any funds.
        Tucker released While I'm Livin', her first collection of original
        material since 2002's Tanya, in 2019 via Fantasy Records. It was
        produced by Shooter Jennings and Brandi Carlile, with Carlile brought
        onto the project after initially being approached for songs by Jennings
        but after having professed such an admiration of Tucker and her work,
        Jennings felt it necessary for her to co-produce the record alongside
        him. Tucker performed "Bring My Flowers Now" at Loretta Lynn's all-star
        87th birthday concert at Nashville's Bridgestone Arena with Carlile
        playing piano. The album's first single, "Hard Luck", was released on
        June 28, along with its accompanying music video.
      - >-
        ==== Golf ==== Numerous golf courses can be found in the city, with the
        most famous being Bay Hill Club and Lodge, home to the Arnold Palmer
        Invitational. == Culture ==
      - >-
        The massive Islamic invasions of the mid-7th century began a long
        struggle between Christianity and Islam throughout the Mediterranean
        Basin. The Byzantine Empire soon lost the lands of the eastern
        patriarchates of Jerusalem, Alexandria and Antioch and was reduced to
        that of Constantinople, the empire's capital. As a result of Islamic
        domination of the Mediterranean, the Frankish state, centred away from
        that sea, was able to evolve as the dominant power that shaped the
        Western Europe of the Middle Ages. The battles of Toulouse and Tours
        halted the Islamic advance in the West and the failed siege of
        Constantinople halted it in the East. Two or three decades later, in
        751, the Byzantine Empire lost to the Lombards the city of Ravenna from
        which it governed the small fragments of Italy, including Rome, that
        acknowledged its sovereignty. The fall of Ravenna meant that
        confirmation by a no longer existent exarch was not asked for during the
        election in 752 of Pope Stephen II, and that the papacy was forced to
        look elsewhere for a civil power to protect it. In 754, at the urgent
        request of Pope Stephen, the Frankish king Pepin the Short conquered the
        Lombards. He then gifted the lands of the former exarchate to the pope,
        initiating the Papal States. In the 860s, Rome and the Byzantine East
        were in conflict during the Photian schism, when Photius criticized the
        Latin west for adding of the filioque clause, after being excommunicated
        by Nicholas I. Though the schism was reconciled, unresolved issues would
        lead to further division.
  - source_sentence: who organized the native resistance to the british
    sentences:
      - '=== Engines === == Fifth generation (WL; 2021) =='
      - >-
        === Unitarism === All states are unitary states, not federations or
        aggregates of local governments. Local governments within them are
        created by and exist by virtue of state law, and local governments
        within each state are subject to the central authority of that
        particular state. State governments commonly delegate some authority to
        local units and channel policy decisions down to them for
        implementation. In a few states, local units of government are permitted
        a degree of home rule over various matters. The prevailing legal theory
        of state preeminence over local governments, referred to as Dillon's
        Rule, holds that, A municipal corporation possesses and can exercise the
        following powers and no others: First, those granted in express words;
        second, those necessarily implied or necessarily incident to the powers
        expressly granted; third, those absolutely essential to the declared
        objects and purposes of the corporation—not simply convenient but
        indispensable; fourth, any fair doubt as to the existence of power is
        resolved by the courts against the corporation—against the existence of
        the powers. Each state defines for itself what powers it will allow
        local governments. Generally, four categories of power may be given to
        local jurisdictions: Structural – power to choose the form of
        government, charter and enact charter revisions, Functional – power to
        exercise local self-government in a broad or limited manner, Fiscal –
        authority to determine revenue sources, set tax rates, borrow funds and
        other related financial activities, Personnel – authority to set
        employment rules, remuneration rates, employment conditions and
        collective bargaining. == Relationships ==
      - >-
        Throughout the war, the British deported the Acadians to the Thirteen
        Colonies and Europe, which the Acadian militias resisted with assistance
        from Mi'kmaq and Malisteet forces. The Great Upheaval continued from
        1755 to 1764. In 1756, a large force of French, Canadians, and their
        Native American allies led by the Marquis de Montcalm launched an attack
        against the key British post at Fort Oswego on Lake Ontario from Fort
        Frontenac and forced the garrison to surrender. The following year
        Montcalm with a huge force of 7,200 French and Canadian troops and 2,400
        Native Americans laid siege to Fort William Henry on the southern shores
        of Lake George, and after three weeks of fighting the British commander
        Monroe surrendered. Montcalm gave him honorable terms to return to
        England and not to fight for 18 months. And yet, when the British force
        with civilians was three miles from the fort, the Native American allies
        massacred about 1,100 of the 1,500 strong force.
pipeline_tag: sentence-similarity
library_name: sentence-transformers

SentenceTransformer based on BAAI/bge-base-en-v1.5

This is a sentence-transformers model finetuned from BAAI/bge-base-en-v1.5. 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: BAAI/bge-base-en-v1.5
• Maximum Sequence Length: 512 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': 512, 'do_lower_case': True}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

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("sentence_transformers_model_id")
# Run inference
sentences = [
    'who organized the native resistance to the british',
    "Throughout the war, the British deported the Acadians to the Thirteen Colonies and Europe, which the Acadian militias resisted with assistance from Mi'kmaq and Malisteet forces. The Great Upheaval continued from 1755 to 1764. In 1756, a large force of French, Canadians, and their Native American allies led by the Marquis de Montcalm launched an attack against the key British post at Fort Oswego on Lake Ontario from Fort Frontenac and forced the garrison to surrender. The following year Montcalm with a huge force of 7,200 French and Canadian troops and 2,400 Native Americans laid siege to Fort William Henry on the southern shores of Lake George, and after three weeks of fighting the British commander Monroe surrendered. Montcalm gave him honorable terms to return to England and not to fight for 18 months. And yet, when the British force with civilians was three miles from the fort, the Native American allies massacred about 1,100 of the 1,500 strong force.",
    "=== Unitarism === All states are unitary states, not federations or aggregates of local governments. Local governments within them are created by and exist by virtue of state law, and local governments within each state are subject to the central authority of that particular state. State governments commonly delegate some authority to local units and channel policy decisions down to them for implementation. In a few states, local units of government are permitted a degree of home rule over various matters. The prevailing legal theory of state preeminence over local governments, referred to as Dillon's Rule, holds that, A municipal corporation possesses and can exercise the following powers and no others: First, those granted in express words; second, those necessarily implied or necessarily incident to the powers expressly granted; third, those absolutely essential to the declared objects and purposes of the corporation—not simply convenient but indispensable; fourth, any fair doubt as to the existence of power is resolved by the courts against the corporation—against the existence of the powers. Each state defines for itself what powers it will allow local governments. Generally, four categories of power may be given to local jurisdictions: Structural – power to choose the form of government, charter and enact charter revisions, Functional – power to exercise local self-government in a broad or limited manner, Fiscal – authority to determine revenue sources, set tax rates, borrow funds and other related financial activities, Personnel – authority to set employment rules, remuneration rates, employment conditions and collective bargaining. == Relationships ==",
]
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: 5,604 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: 10 tokens mean: 11.84 tokens max: 25 tokens	min: 8 tokens mean: 218.19 tokens max: 322 tokens	min: 0.0 mean: 0.37 max: 1.0

• Samples:

  sentence_0	sentence_1	label
  who played guitar solo on reeling in the years	Eric Patrick Clapton (born 30 March 1945) is an English rock and blues guitarist, singer, and songwriter. He is regarded as one of the most successful and influential guitarists in rock music. Clapton ranked second in Rolling Stone's list of the "100 Greatest Guitarists of All Time" and fourth in Gibson's "Top 50 Guitarists of All Time". He was named number five in Time magazine's list of "The 10 Best Electric Guitar Players" in 2009. After playing in a number of different local bands, Clapton joined the Yardbirds from 1963 to 1965, and John Mayall & the Bluesbreakers from 1965 to 1966. After leaving Mayall, he formed the power trio Cream with drummer Ginger Baker and bassist/vocalist Jack Bruce, in which Clapton played sustained blues improvisations and "arty, blues-based psychedelic pop". After four successful albums, Cream broke up in November 1968. Clapton then formed the blues rock band Blind Faith with Baker, Steve Winwood, and Ric Grech, recording one album and performing on one...	1.0
  how a population of wolves may have undergone speciation to form the first population of dogs	Geological evidence suggests that approximately 3 million years ago, South America became connected to North America when the Bolivar Trough marine barrier disappeared and the Panamanian land bridge formed. The joining of these two land masses led to the Great American Interchange, in which biota from both continents expanded their ranges. The first species known to have made the northward migration was Pliometanastes, a fossil ground sloth roughly the size of a modern black bear. Migrations to the Southern Hemisphere were undertaken by several North American mammalian carnivores. Fewer species migrated in the opposite direction from south to north. The result of the expansion of a North American fauna was a mass extinction in which hundreds of species disappeared in a relatively short time. About 60% of present-day South American mammals have evolved from North American species. Some South American species were able to adapt and spread into North America. Apart from Pliometanastes, du...	1.0
  who is credited with promoting the use of factor analysis and why	The enemies of President Davis proposed that the Confederacy "died of Davis". He was unfavorably compared to George Washington by critics such as Edward Alfred Pollard, editor of the most influential newspaper in the Confederacy, the Daily Richmond Examiner. Beyond the early honeymoon period, Davis was never popular. Ellis Merton Coulter, viewed by historians as a Confederate apologist, argues that Davis was unable to mobilize Confederate nationalism in support of his government effectively, and especially failed to appeal to the small farmers who made up the bulk of the population. Davis failed to build a network of supporters who would speak up when he came under criticism, and he repeatedly alienated governors and other state-based leaders by demanding centralized control of the war effort.	0.0

• 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
• 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: 3
• 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
• 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
• eval_use_gather_object: False
• average_tokens_across_devices: False
• prompts: None
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: round_robin

Training Logs

Epoch	Step	Training Loss
1.4245	500	0.1336
2.8490	1000	0.0787

Framework Versions

• Python: 3.12.3
• Sentence Transformers: 4.1.0
• Transformers: 4.52.4
• PyTorch: 2.7.0+cu128
• Accelerate: 1.7.0
• Datasets: 3.6.0
• Tokenizers: 0.21.1

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",
}