README.md

metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:1138596
  - loss:CachedGISTEmbedLoss
base_model: seongil-dn/unsupervised_20m_3800
widget:
  - source_sentence: >-
      How many people were reported to have died in the Great Fire of London in
      1666?
    sentences:
      - >-
        City of London 1666. Both of these fires were referred to as "the" Great
        Fire. After the fire of 1666, a number of plans were drawn up to remodel
        the City and its street pattern into a renaissance-style city with
        planned urban blocks, squares and boulevards. These plans were almost
        entirely not taken up, and the medieval street pattern re-emerged almost
        intact. By the late 16th century, London increasingly became a major
        centre for banking, international trade and commerce. The Royal Exchange
        was founded in 1565 by Sir Thomas Gresham as a centre of commerce for
        London's merchants, and gained Royal patronage in
      - >-
        Great Atlanta fire of 1917 Great Atlanta fire of 1917 The Great Atlanta
        Fire of 1917 began just after noon on 21 May 1917 in the Old Fourth Ward
        of Atlanta, Georgia. It is unclear just how the fire started, but it was
        fueled by hot temperatures and strong winds which propelled the fire.
        The fire, which burned for nearly 10 hours, destroyed and 1,900
        structures displacing over 10,000 people. Damages were estimated at $5
        million, ($ million when adjusted for inflation). It was a clear, warm
        and sunny day with a brisk breeze from the south. This was not the only
        fire of the
      - >-
        Great Plague of London they had ever been seen ...". Plague cases
        continued to occur sporadically at a modest rate until the summer of
        1666. On the second and third of September that year, the Great Fire of
        London destroyed much of the City of London, and some people believed
        that the fire put an end to the epidemic. However, it is now thought
        that the plague had largely subsided before the fire took place. In
        fact, most of the later cases of plague were found in the suburbs, and
        it was the City of London itself that was destroyed by the Fire.
        According
      - >-
        Monument to the Great Fire of London Monument to the Great Fire of
        London The Monument to the Great Fire of London, more commonly known
        simply as the Monument, is a Doric column in London, United Kingdom,
        situated near the northern end of London Bridge. Commemorating the Great
        Fire of London, it stands at the junction of Monument Street and Fish
        Street Hill, in height and 202 feet west of the spot in Pudding Lane
        where the Great Fire started on 2 September 1666. Constructed between
        1671 and 1677, it was built on the site of St. Margaret's, Fish Street,
        the first church to be destroyed by
      - >-
        How to Have Sex in an Epidemic New York City government and
        organizations within the LGBT community. The Gay Men's Health Crisis
        offered to buy all 5,000 pamphlets and promote them, with the condition
        that any mentions of the multifactorial model be removed from the
        writing. The authors refused. Berkowitz recounts in an interview it
        being "infuriating" that in 1985, the city still hadn't adopted any
        standard safe sex education. The advent of safe sex in urban gay male
        populations came too late for many people: by 1983, more than 1,476
        people had died from AIDS and David France estimated that as much as
        half of all
      - >-
        Monument to the Great Fire of London six years to complete the 202 ft
        column. It was two more years before the inscription (which had been
        left to Wren — or to Wren's choice — to decide upon) was set in place.
        "Commemorating — with a brazen disregard for the truth — the fact that
        'London rises again...three short years complete that which was
        considered the work of ages.'" Hooke's surviving drawings show that
        several versions of the monument were submitted for consideration: a
        plain obelisk, a column garnished with tongues of fire, and the fluted
        Doric column that was eventually chosen. The real contention came with
  - source_sentence: >-
      "The Claude Francois song ""Comme d'habitude"" (translation ""as usual"")
      was a hit in English for Frank Sinatra under what title?"
    sentences:
      - >-
        Young at Heart (Frank Sinatra song) young, Dick Van Dyke recorded a duet
        with his wife, Arlene, at Capital Records Studio in Los Angeles, filmed
        for the HBO Special on aging "If I'm not in the Obituary, I'll have
        Breakfast" starring Carl Reiner, and featuring other young at heart +90
        treasures, Mel Brooks, Norman Lear, Stan Lee & Betty White among others.
        Van Dyke was recorded using Frank Sinatra's microphone. Young at Heart
        (Frank Sinatra song) "Young at Heart" is a pop standard, a ballad with
        music by Johnny Richards and lyrics by Carolyn Leigh. The song was
        written and published in 1953, with Leigh contributing
      - >-
        Comme d'habitude a relationship that is falling out of love, while the
        English language version is set at the end of a lifetime, approaching
        death, and looking back without regret – expressing feelings that are
        more related to Piaf's song "Non, je ne regrette rien". Many artists
        sang "Comme d'Habitude" in French after Claude François's success (and
        international success through '"My Way"), notably: David Bowie has said
        that in 1968 – the year before Paul Anka acquired the French song – his
        manager, Kenneth Pitt, asked him to write English lyrics for "Comme
        d'habitude" but that his version, titled "Even a Fool
      - >-
        Frank Sinatra Me" with Billy May, designed as a musical world tour. It
        reached the top spot on the Billboard album chart in its second week,
        remaining at the top for five weeks, and was nominated for the Grammy
        Award for Album of the Year at the inaugural Grammy Awards. The title
        song, "Come Fly With Me", written especially for him, would become one
        of his best known standards. On May 29 he recorded seven songs in a
        single session, more than double the usual yield of a recording session,
        and an eighth was planned, "Lush Life", but Sinatra found it too
      - >-
        Frank Sinatra Original Song. Sinatra released "Softly, as I Leave You",
        and collaborated with Bing Crosby and Fred Waring on "America, I Hear
        You Singing", a collection of patriotic songs recorded as a tribute to
        the assassinated President John F. Kennedy. Sinatra increasingly became
        involved in charitable pursuits in this period. In 1961 and 1962 he went
        to Mexico, with the sole purpose of putting on performances for Mexican
        charities, and in July 1964 he was present for the dedication of the
        Frank Sinatra International Youth Center for Arab and Jewish children in
        Nazareth. Sinatra's phenomenal success in 1965, coinciding with his
      - >-
        Comme ci comme ça (Basim song) to the charm of it all. Working both
        Danish and Moroccan Arabic, Basim sings about a girl he is ready to
        commit to. It doesn’t mater what she wants to do — it’s comme ci comme
        ça — and he just wants her." An official music video to accompany the
        release of "Comme ci comme ça" was first released onto YouTube on 20
        September 2017 at a total length of three minutes and twelve seconds.
        Comme ci comme ça (Basim song) "Comme ci comme ça" is a song performed
        by Danish pop singer and songwriter Basim, featuring vocals from Gilli.
      - >-
        Personal life of Frank Sinatra A third child, Christina Sinatra, known
        as "Tina", was born on June 20, 1948. Nancy Barbato Sinatra and Frank
        Sinatra announced their separation on Valentine's Day, February 14,
        1950, with Frank's additional extra-marital affair with Ava Gardner
        compounding his transgressions and becoming public knowledge once again.
        After originally just seeking a legal separation, Frank and Nancy
        Sinatra decided some months later to file for divorce, and this divorce
        became legally final on October 29, 1951. Frank Sinatra's affair and
        relationship with Gardner had become more and more serious, and she
        later became his second wife. What was perhaps less widely
  - source_sentence: What was the name of the first Indiana Jones movie?
    sentences:
      - >-
        Indiana Jones and the Temple of Doom point. Old-time, 15-part movie
        serials didn't have shape. They just went on and on and on, which is
        what "Temple of Doom" does with humor and technical invention." Neal
        Gabler commented that "I think in some ways, "Indiana Jones and the
        Temple of Doom" was better than "Raiders of the Lost Ark". In some ways
        it was less. In sum total, I'd have to say I enjoyed it more. That
        doesn't mean it's better necessarily, but I got more enjoyment out of
        it." Colin Covert of the "Star Tribune" called the film "sillier, darkly
        violent and a bit dumbed down,
      - >-
        Indiana Jones and the Temple of Doom (1985 video game) Theme music plays
        in the background which is the best part of the game. Most of the sound
        effects are not sharp and not enough of them exist. "Indiana Jones and
        the Temple of Doom" is a bad game all the way around. It looks bad, has
        bad controls, and is way too short." Indiana Jones and the Temple of
        Doom (1985 video game) Indiana Jones and The Temple of Doom is a 1985
        action arcade game developed and published by Atari Games, based on the
        1984 film of the same name, the second film in the "Indiana Jones"
        franchise.
      - >-
        Indiana Jones and the Spear of Destiny Indiana Jones and the Spear of
        Destiny Indiana Jones and The Spear of Destiny is a four-issue comic
        book mini-series published by Dark Horse Comics from April to July 1995.
        It was their seventh series about the adult Indiana Jones. Indiana Jones
        reached for the Holy Grail, perched in a crack in the Temple of the Sun.
        Hanging onto him, his father, Professor Henry Jones urged him to let it
        go, and Indy turned back and let his father help him up. As the Joneses
        ride out into the Canyon of the Crescent Moon with Marcus Brody and
        Sallah, they
      - >-
        Lego Indiana Jones sets" The line was discontinued in 2010, but since
        Lucas plans to make a fifth installment to the franchise, the sets may
        be re-released along with new sets of the possible fifth Indiana Jones
        film. Due to the fact Disney bought Lucasfilm and will be making a new
        Indiana Jones movie, chances of new sets are high. The Indiana Jones
        sets proved to be one of the most popular Lego themes, and by the end of
        2008 were credited, along with Lego Star Wars, of boosting the Lego
        Group's profits within a stagnant toy market. The product line was said
      - >-
        Indiana Jones and the Staff of Kings point-and-click adventure "Indiana
        Jones and the Fate of Atlantis". GameSpot criticized its "terribly
        laid-out checkpoints", "out-of-date" visuals, and "atrocious, annoying
        motion controls". Indiana Jones and the Staff of Kings The game was
        initially developed for the higher-end PlayStation 3 and Xbox 360
        systems, before switching to the aforementioned lower-end platforms. As
        a result, both systems never saw a proper "Indiana Jones" video game
        being released besides the "" duology. The plot centers around Indy's
        search for the Staff of Moses. The Wii version of the game includes an
        exclusive co-op story mode (with Indy and Henry Jones Sr.) and
        unlockable
      - >-
        Indiana Jones and the Last Crusade: The Graphic Adventure Indiana Jones
        and the Last Crusade: The Graphic Adventure Indiana Jones and the Last
        Crusade: The Graphic Adventure is a graphic adventure game, released in
        1989 (to coincide with the release of the film of the same name),
        published by Lucasfilm Games (now LucasArts). It was the third game to
        use the SCUMM engine. "Last Crusade" was one of the most innovative of
        the LucasArts adventures. It expanded on LucasArts' traditional
        adventure game structure by including a flexible point system—the IQ
        score, or "Indy Quotient"—and by allowing the game to be completed in
        several different ways. The point system was
  - source_sentence: >-
      "Who was the Anglo-Irish scientist who, in the 17th century, discovered
      that ""the volume of a given mass of gas at a given temperature is
      inversely proportional to its pressure""?"
    sentences:
      - >-
        Gay-Lussac's law Gay-Lussac's law Gay-Lussac's law can refer to several
        discoveries made by French chemist Joseph Louis Gay-Lussac (1778–1850)
        and other scientists in the late 18th and early 19th centuries
        pertaining to thermal expansion of gases and the relationship between
        temperature, volume, and pressure. It states that the pressure of a
        given mass of gas varies directly with the absolute temperature of the
        gas, when the volume is kept constant. Mathematically, it can be written
        as: P/T=constant, Gay-Lussac is most often recognized for the Pressure
        Law which established that the pressure of an enclosed gas is directly
        proportional to its temperature and
      - >-
        Gas constant "V" is the volume of gas (SI unit cubic metres), "n" is the
        amount of gas (SI unit moles), "m" is the mass (SI unit kilograms)
        contained in "V", and "T" is the thermodynamic temperature (SI unit
        kelvins). "R" is the molar-weight-specific gas constant, discussed
        below. The gas constant is expressed in the same physical units as molar
        entropy and molar heat capacity. From the general equation "PV" = "nRT"
        we get: where "P" is pressure, "V" is volume, "n" is number of moles of
        a given substance, and "T" is temperature. As pressure is defined as
        force per unit
      - >-
        The Boy Who Was a King term. The film presents not only the life of the
        former Tsar, but also intertwines within the story vignettes of various
        Bulgarians, who were supporting him, sending him gifts, or merely
        tattooing his face on their body. The story is told through personal
        footage and vast amounts of archive material. The film received praise
        for its editing and use of archives with Variety's Robert Koehler
        writing that "Pic’s terrific use of archival footage includes an exiled
        Simeon interviewed in the early ’60s, disputing his playboy rep." and
        "Editing is aces." The Boy Who Was a King The Boy Who Was
      - >-
        Francis Hauksbee In 1708, Hauksbee independently discovered Charles's
        law of gases, which states that, for a given mass of gas at a constant
        pressure, the volume of the gas is proportional to its temperature.
        Hauksbee published accounts of his experiments in the Royal Society's
        journal "Philosophical Transactions". In 1709 he self-published
        "Physico-Mechanical Experiments on Various Subjects" which collected
        together many of these experiments along with discussion that summarized
        much of his scientific work. An Italian translation was published in
        1716. A second edition was published posthumously in 1719. There were
        also translations to Dutch (1735) and French (1754). The Royal Society
        Hauksbee
      - >-
        Boyle's law air moves from high to low pressure. Related phenomena:
        Other gas laws: Boyle's law Boyle's law, sometimes referred to as the
        Boyle–Mariotte law, or Mariotte's law (especially in France), is an
        experimental gas law that describes how the pressure of a gas tends to
        increase as the volume of the container decreases. A modern statement of
        Boyle's law is The absolute pressure exerted by a given mass of an ideal
        gas is inversely proportional to the volume it occupies if the
        temperature and amount of gas remain unchanged within a closed system.
        Mathematically, Boyle's law can be stated as or
      - >-
        Boyle's law of the gas, and "k" is a constant. The equation states that
        the product of pressure and volume is a constant for a given mass of
        confined gas and this holds as long as the temperature is constant. For
        comparing the same substance under two different sets of conditions, the
        law can be usefully expressed as The equation shows that, as volume
        increases, the pressure of the gas decreases in proportion. Similarly,
        as volume decreases, the pressure of the gas increases. The law was
        named after chemist and physicist Robert Boyle, who published the
        original law in 1662. This relationship
  - source_sentence: >-
      Peter Stuyvesant, born in Holland, became Governor of which American city
      in 1647?
    sentences:
      - >-
        Peter Stuyvesant at the corner of Thirteenth Street and Third Avenue
        until 1867 when it was destroyed by a storm, bearing fruit almost to the
        last. The house was destroyed by fire in 1777. He also built an
        executive mansion of stone called Whitehall. In 1645, Stuyvesant married
        Judith Bayard (–1687) of the Bayard family. Her brother, Samuel Bayard,
        was the husband of Stuyvesant's sister, Anna Stuyvesant. Petrus and
        Judith had two sons together. He died in August 1672 and his body was
        entombed in the east wall of St. Mark's Church in-the-Bowery, which sits
        on the site of Stuyvesant’s family chapel.
      - >-
        Peter Stuyvesant (cigarette) can amount to millions of dollars and
        finally criminal prosecution - if companies wilfully break the laws.
        However last year, when questioned on why no such action was being
        pursued against Imperial Tobacco a spokeswoman for Federal Health said:
        ""No instances of non-compliance with the Act have been identified by
        the Department that warrant the initiation of Court proceedings in the
        first instance, and without attempting alternative dispute resolution to
        achieve compliance"". Peter Stuyvesant is or was sold in the following
        countries: Canada, United States, United Kingdom, Luxembourg, Belgium,
        The Netherlands, Germany, France, Austria, Switzerland, Spain, Italy,
        Czech Republic, Greece,
      - >-
        Jochem Pietersen Kuyter September 25, 1647, until the city was
        incorporated, in 1653, when he was made schout (sheriff). Kuyter twice
        came in conflict with the Director of New Netherland. Kuyter was a man
        of good education, what is evident by his dealings with Willem Kieft.,
        who he believed damaged the colony with his policies and the start of
        Kieft's War in 1643. In 1647, when Peter Stuyvesant arrived in New
        Amsterdam to replace Kieft, Kuyter and Cornelis Melyn acting in name of
        the citizens of New Amsterdam, brought charges against the outgoing
        governor, demanding an investigation of his conduct while in office.
      - >-
        Peter Stuyvesant (cigarette) half of its regular users"" and called the
        packaging changes ""the ultimate sick joke from big tobacco"". In 2013,
        it was reported that Imperial Tobacco Australia had sent marketing
        material to WA tobacco retailers which promotes limited edition packs of
        "Peter Stuyvesant + Loosie", which came with 26 cigarettes. The material
        included images of a young woman with pink hair putting on lipstick and
        men on the streets of New York and also included a calendar and small
        poster that were clearly intended to glamorise smoking. Anti-smoking
        campaigner Mike Daube said although the material did not break the law
        because
      - >-
        Peter Stuyvesant but the order was soon revoked under pressure from the
        States of Holland and the city of Amsterdam. Stuyvesant prepared against
        an attack by ordering the citizens to dig a ditch from the North River
        to the East River and to erect a fortification. In 1653, a convention of
        two deputies from each village in New Netherland demanded reforms, and
        Stuyvesant commanded that assembly to disperse, saying: "We derive our
        authority from God and the company, not from a few ignorant subjects."
        In the summer of 1655, he sailed down the Delaware River with a fleet of
        seven vessels and
      - >-
        Peter Stuyvesant Dutch Reformed church, a Calvinist denomination,
        holding to the Three Forms of Unity (Belgic Confession, Heidelberg
        Catechism, Canons of Dordt). The English were Anglicans, holding to the
        39 Articles, a Protestant confession, with bishops. In 1665, Stuyvesant
        went to the Netherlands to report on his term as governor. On his return
        to the colony, he spent the remainder of his life on his farm of
        sixty-two acres outside the city, called the Great Bouwerie, beyond
        which stretched the woods and swamps of the village of Nieuw Haarlem. A
        pear tree that he reputedly brought from the Netherlands in 1647
        remained
pipeline_tag: sentence-similarity
library_name: sentence-transformers

SentenceTransformer based on seongil-dn/unsupervised_20m_3800

This is a sentence-transformers model finetuned from seongil-dn/unsupervised_20m_3800. It maps sentences & paragraphs to a 1024-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: seongil-dn/unsupervised_20m_3800
• Maximum Sequence Length: 1024 tokens
• Output Dimensionality: 1024 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': 1024, 'do_lower_case': False}) with Transformer model: XLMRobertaModel 
  (1): Pooling({'word_embedding_dimension': 1024, '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("seongil-dn/bge-m3-588")
# Run inference
sentences = [
    'Peter Stuyvesant, born in Holland, became Governor of which American city in 1647?',
    'Peter Stuyvesant (cigarette) half of its regular users"" and called the packaging changes ""the ultimate sick joke from big tobacco"". In 2013, it was reported that Imperial Tobacco Australia had sent marketing material to WA tobacco retailers which promotes limited edition packs of "Peter Stuyvesant + Loosie", which came with 26 cigarettes. The material included images of a young woman with pink hair putting on lipstick and men on the streets of New York and also included a calendar and small poster that were clearly intended to glamorise smoking. Anti-smoking campaigner Mike Daube said although the material did not break the law because',
    'Peter Stuyvesant (cigarette) can amount to millions of dollars and finally criminal prosecution - if companies wilfully break the laws. However last year, when questioned on why no such action was being pursued against Imperial Tobacco a spokeswoman for Federal Health said: ""No instances of non-compliance with the Act have been identified by the Department that warrant the initiation of Court proceedings in the first instance, and without attempting alternative dispute resolution to achieve compliance"". Peter Stuyvesant is or was sold in the following countries: Canada, United States, United Kingdom, Luxembourg, Belgium, The Netherlands, Germany, France, Austria, Switzerland, Spain, Italy, Czech Republic, Greece,',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Training Details

Training Dataset

Unnamed Dataset

• Size: 1,138,596 training samples
• Columns: anchor, positive, negative, negative_2, negative_3, negative_4, and negative_5
• Approximate statistics based on the first 1000 samples:

  	anchor	positive	negative	negative_2	negative_3	negative_4	negative_5
  type	string	string	string	string	string	string	string
  details	min: 9 tokens mean: 22.32 tokens max: 119 tokens	min: 127 tokens mean: 157.45 tokens max: 420 tokens	min: 122 tokens mean: 154.65 tokens max: 212 tokens	min: 122 tokens mean: 155.52 tokens max: 218 tokens	min: 122 tokens mean: 156.04 tokens max: 284 tokens	min: 124 tokens mean: 156.3 tokens max: 268 tokens	min: 121 tokens mean: 156.15 tokens max: 249 tokens

• Samples:

  anchor	positive	negative	negative_2	negative_3	negative_4	negative_5
  What African country is projected to pass the United States in population by the year 2055?	African immigration to the United States officially 40,000 African immigrants, although it has been estimated that the population is actually four times this number when considering undocumented immigrants. The majority of these immigrants were born in Ethiopia, Egypt, Nigeria, and South Africa. African immigrants like many other immigrant groups are likely to establish and find success in small businesses. Many Africans that have seen the social and economic stability that comes from ethnic enclaves such as Chinatowns have recently been establishing ethnic enclaves of their own at much higher rates to reap the benefits of such communities. Such examples include Little Ethiopia in Los Angeles and	What Will Happen to the Gang Next Year? watching television at the time of the broadcast. This made it the lowest-rated episode in "30 Rock"'s history. and a decrease from the previous episode "The Return of Avery Jessup" (2.92 million) What Will Happen to the Gang Next Year? "What Will Happen to the Gang Next Year?" is the twenty-second and final episode of the sixth season of the American television comedy series "30 Rock", and the 125th overall episode of the series. It was directed by Michael Engler, and written by Matt Hubbard. The episode originally aired on the National Broadcasting Company (NBC) network in the United States	Christianity in the United States Christ is the fifth-largest denomination, the largest Pentecostal church, and the largest traditionally African-American denomination in the nation. Among Eastern Christian denominations, there are several Eastern Orthodox and Oriental Orthodox churches, with just below 1 million adherents in the US, or 0.4% of the total population. Christianity was introduced to the Americas as it was first colonized by Europeans beginning in the 16th and 17th centuries. Going forward from its foundation, the United States has been called a Protestant nation by a variety of sources. Immigration further increased Christian numbers. Today most Christian churches in the United States are either	What Will Happen to the Gang Next Year? What Will Happen to the Gang Next Year? "What Will Happen to the Gang Next Year?" is the twenty-second and final episode of the sixth season of the American television comedy series "30 Rock", and the 125th overall episode of the series. It was directed by Michael Engler, and written by Matt Hubbard. The episode originally aired on the National Broadcasting Company (NBC) network in the United States on May 17, 2012. In the episode, Jack (Alec Baldwin) and Avery (Elizabeth Banks) seek to renew their vows; Criss (James Marsden) sets out to show Liz (Tina Fey) he can pay	History of the Jews in the United States Representatives by Rep. Samuel Dickstein (D; New York). This also failed to pass. During the Holocaust, fewer than 30,000 Jews a year reached the United States, and some were turned away due to immigration policies. The U.S. did not change its immigration policies until 1948. Currently, laws requiring teaching of the Holocaust are on the books in five states. The Holocaust had a profound impact on the community in the United States, especially after 1960, as Jews tried to comprehend what had happened, and especially to commemorate and grapple with it when looking to the future. Abraham Joshua Heschel summarized	Public holidays in the United States will have very few customers that day. The labor force in the United States comprises about 62% (as of 2014) of the general population. In the United States, 97% of the private sector businesses determine what days this sector of the population gets paid time off, according to a study by the Society for Human Resource Management. The following holidays are observed by the majority of US businesses with paid time off: This list of holidays is based off the official list of federal holidays by year from the US Government. The holidays however are at the discretion of employers
  Which is the largest species of the turtle family?	Loggerhead sea turtle turtle is debated, but most authors consider it a single polymorphic species. Molecular genetics has confirmed hybridization of the loggerhead sea turtle with the Kemp's ridley sea turtle, hawksbill sea turtle, and green sea turtles. The extent of natural hybridization is not yet determined; however, second-generation hybrids have been reported, suggesting some hybrids are fertile. Although evidence is lacking, modern sea turtles probably descended from a single common ancestor during the Cretaceous period. Like all other sea turtles except the leatherback, loggerheads are members of the ancient family Cheloniidae, and appeared about 40 million years ago. Of the six species	Convention on the Conservation of Migratory Species of Wild Animals take joint action. At May 2018, there were 126 Parties to the Convention. The CMS Family covers a great diversity of migratory species. The Appendices of CMS include many mammals, including land mammals, marine mammals and bats; birds; fish; reptiles and one insect. Among the instruments, AEWA covers 254 species of birds that are ecologically dependent on wetlands for at least part of their annual cycle. EUROBATS covers 52 species of bat, the Memorandum of Understanding on the Conservation of Migratory Sharks seven species of shark, the IOSEA Marine Turtle MOU six species of marine turtle and the Raptors MoU	Razor-backed musk turtle Razor-backed musk turtle The razor-backed musk turtle ("Sternotherus carinatus") is a species of turtle in the family Kinosternidae. The species is native to the southern United States. There are no subspecies that are recognized as being valid. "S. carinatus" is found in the states of Alabama, Arkansas, Louisiana, Mississippi, Oklahoma, and Texas. The razor-backed musk turtle grows to a straight carapace length of about . It has a brown-colored carapace, with black markings at the edges of each scute. The carapace has a distinct, sharp keel down the center of its length, giving the species its common name. The body	African helmeted turtle African helmeted turtle The African helmeted turtle ("Pelomedusa subrufa"), also known commonly as the marsh terrapin, the crocodile turtle, or in the pet trade as the African side-necked turtle, is a species of omnivorous side-necked terrapin in the family Pelomedusidae. The species naturally occurs in fresh and stagnant water bodies throughout much of Sub-Saharan Africa, and in southern Yemen. The marsh terrapin is typically a rather small turtle, with most individuals being less than in straight carapace length, but one has been recorded with a length of . It has a black or brown carapace. The top of the tail	Box turtle Box turtle Box turtles are North American turtles of the genus Terrapene. Although box turtles are superficially similar to tortoises in terrestrial habits and overall appearance, they are actually members of the American pond turtle family (Emydidae). The twelve taxa which are distinguished in the genus are distributed over four species. They are largely characterized by having a domed shell, which is hinged at the bottom, allowing the animal to close its shell tightly to escape predators. The genus name "Terrapene" was coined by Merrem in 1820 as a genus separate from "Emys" for those species which had a sternum	Vallarta mud turtle Vallarta mud turtle The Vallarta mud turtle ("Kinosternon vogti") is a recently identified species of mud turtle in the family Kinosternidae. While formerly considered conspecific with the Jalisco mud turtle, further studies indicated that it was a separate species. It can be identified by a combination of the number of plastron and carapace scutes, body size, and the distinctive yellow rostral shield in males. It is endemic to Mexican state of Jalisco. It is only known from a few human-created or human-affected habitats (such as small streams and ponds) found around Puerto Vallarta. It is one of only 3 species
  How many gallons of beer are in an English barrel?	Low-alcohol beer Prohibition in the United States. Near beer could not legally be labeled as "beer" and was officially classified as a "cereal beverage". The public, however, almost universally called it "near beer". The most popular "near beer" was Bevo, brewed by the Anheuser-Busch company. The Pabst company brewed "Pablo", Miller brewed "Vivo", and Schlitz brewed "Famo". Many local and regional breweries stayed in business by marketing their own near-beers. By 1921 production of near beer had reached over 300 million US gallons (1 billion L) a year (36 L/s). A popular illegal practice was to add alcohol to near beer. The	Keg terms "half-barrel" and "quarter-barrel" are derived from the U.S. beer barrel, legally defined as being equal to 31 U.S. gallons (this is not the same volume as some other units also known as "barrels"). A 15.5 U.S. gallon keg is also equal to: However, beer kegs can come in many sizes: In European countries the most common keg size is 50 liters. This includes the UK, which uses a non-metric standard keg of 11 imperial gallons, which is coincidentally equal to . The German DIN 6647-1 and DIN 6647-2 have also defined kegs in the sizes of 30 and 20	Beer in Chile craft beers. They are generally low or very low volume producers. In Chile there are more than 150 craft beer producers distributed along the 15 Chilean Regions. The list below includes: Beer in Chile The primary beer brewed and consumed in Chile is pale lager, though the country also has a tradition of brewing corn beer, known as chicha. Chile’s beer history has a strong German influence – some of the bigger beer producers are from the country’s southern lake district, a region populated by a great number of German immigrants during the 19th century. Chile also produces English ale-style	Barrel variation. In modern times, produce barrels for all dry goods, excepting cranberries, contain 7,056 cubic inches, about 115.627 L. Barrel A barrel, cask, or tun is a hollow cylindrical container, traditionally made of wooden staves bound by wooden or metal hoops. Traditionally, the barrel was a standard size of measure referring to a set capacity or weight of a given commodity. For example, in the UK a barrel of beer refers to a quantity of . Wine was shipped in barrels of . Modern wooden barrels for wine-making are either made of French common oak ("Quercus robur") and white oak	The Rare Barrel The Rare Barrel The Rare Barrel is a brewery and brewpub in Berkeley, California, United States, that exclusively produces sour beers. Founders Jay Goodwin and Alex Wallash met while attending UCSB. They started home-brewing in their apartment and decided that they would one day start a brewery together. Goodwin started working at The Bruery, where he worked his way from a production assistant to brewer, eventually becoming the head of their barrel aging program. The Rare Barrel brewed its first batch of beer in February 2013, and opened its tasting room on December 27, 2013. The Rare Barrel was named	Barrel (unit) Barrel (unit) A barrel is one of several units of volume applied in various contexts; there are dry barrels, fluid barrels (such as the UK beer barrel and US beer barrel), oil barrels and so on. For historical reasons the volumes of some barrel units are roughly double the volumes of others; volumes in common usage range from about . In many connections the term "drum" is used almost interchangeably with "barrel". Since medieval times the term barrel as a unit of measure has had various meanings throughout Europe, ranging from about 100 litres to 1000 litres. The name was

• Loss: CachedGISTEmbedLoss with these parameters:

  {'guide': SentenceTransformer(
    (0): Transformer({'max_seq_length': 1024, 'do_lower_case': False}) with Transformer model: XLMRobertaModel 
    (1): Pooling({'word_embedding_dimension': 1024, '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()
  ), 'temperature': 0.01}
  

Training Hyperparameters

Non-Default Hyperparameters

• per_device_train_batch_size: 1024
• learning_rate: 3e-05
• weight_decay: 0.01
• warmup_ratio: 0.05
• bf16: True
• batch_sampler: no_duplicates

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: no
• prediction_loss_only: True
• per_device_train_batch_size: 1024
• 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: 3e-05
• weight_decay: 0.01
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 3
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: {}
• warmup_ratio: 0.05
• 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: True
• 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: True
• 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
• dispatch_batches: None
• split_batches: None
• include_tokens_per_second: False
• include_num_input_tokens_seen: False
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• use_liger_kernel: False
• eval_use_gather_object: False
• average_tokens_across_devices: False
• prompts: None
• batch_sampler: no_duplicates
• multi_dataset_batch_sampler: proportional

Training Logs

Click to expand

Epoch	Step	Training Loss
0.0036	1	1.0283
0.0072	2	1.0155
0.0108	3	0.9858
0.0144	4	0.9519
0.0181	5	0.9434
0.0217	6	0.898
0.0253	7	0.8798
0.0289	8	0.7976
0.0325	9	0.7797
0.0361	10	0.7464
0.0397	11	0.743
0.0433	12	0.716
0.0469	13	0.7076
0.0505	14	0.666
0.0542	15	0.631
0.0578	16	0.5905
0.0614	17	0.6537
0.0650	18	0.5755
0.0686	19	0.5422
0.0722	20	0.5393
0.0758	21	0.5741
0.0794	22	0.498
0.0830	23	0.5522
0.0866	24	0.5592
0.0903	25	0.4797
0.0939	26	0.4684
0.0975	27	0.5207
0.1011	28	0.4692
0.1047	29	0.4459
0.1083	30	0.4439
0.1119	31	0.4656
0.1155	32	0.4737
0.1191	33	0.4391
0.1227	34	0.4386
0.1264	35	0.4107
0.1300	36	0.4513
0.1336	37	0.3789
0.1372	38	0.4103
0.1408	39	0.3929
0.1444	40	0.4226
0.1480	41	0.391
0.1516	42	0.3674
0.1552	43	0.3607
0.1588	44	0.3738
0.1625	45	0.3842
0.1661	46	0.3498
0.1697	47	0.3586
0.1733	48	0.3538
0.1769	49	0.3572
0.1805	50	0.3547
0.1841	51	0.3179
0.1877	52	0.3436
0.1913	53	0.3502
0.1949	54	0.3381
0.1986	55	0.3547
0.2022	56	0.3362
0.2058	57	0.3407
0.2094	58	0.31
0.2130	59	0.3039
0.2166	60	0.3362
0.2202	61	0.2948
0.2238	62	0.3429
0.2274	63	0.3096
0.2310	64	0.35
0.2347	65	0.2997
0.2383	66	0.3258
0.2419	67	0.3376
0.2455	68	0.3213
0.2491	69	0.3185
0.2527	70	0.3282
0.2563	71	0.2988
0.2599	72	0.33
0.2635	73	0.3066
0.2671	74	0.3303
0.2708	75	0.3067
0.2744	76	0.2996
0.2780	77	0.3063
0.2816	78	0.3235
0.2852	79	0.2902
0.2888	80	0.302
0.2924	81	0.3223
0.2960	82	0.297
0.2996	83	0.2936
0.3032	84	0.3279
0.3069	85	0.2973
0.3105	86	0.2881
0.3141	87	0.3014
0.3177	88	0.2986
0.3213	89	0.3057
0.3249	90	0.2887
0.3285	91	0.2765
0.3321	92	0.2818
0.3357	93	0.2904
0.3394	94	0.267
0.3430	95	0.2948
0.3466	96	0.2766
0.3502	97	0.2782
0.3538	98	0.3082
0.3574	99	0.2697
0.3610	100	0.3006
0.3646	101	0.2986
0.3682	102	0.2789
0.3718	103	0.2756
0.3755	104	0.2884
0.3791	105	0.273
0.3827	106	0.2687
0.3863	107	0.2808
0.3899	108	0.2763
0.3935	109	0.2738
0.3971	110	0.2642
0.4007	111	0.2612
0.4043	112	0.2859
0.4079	113	0.2558
0.4116	114	0.2565
0.4152	115	0.2747
0.4188	116	0.2684
0.4224	117	0.2643
0.4260	118	0.241
0.4296	119	0.2563
0.4332	120	0.2754
0.4368	121	0.2503
0.4404	122	0.2544
0.4440	123	0.2729
0.4477	124	0.2589
0.4513	125	0.2626
0.4549	126	0.2693
0.4585	127	0.2687
0.4621	128	0.2903
0.4657	129	0.2663
0.4693	130	0.2604
0.4729	131	0.2601
0.4765	132	0.2649
0.4801	133	0.2597
0.4838	134	0.2608
0.4874	135	0.245
0.4910	136	0.2587
0.4946	137	0.2618
0.4982	138	0.2599
0.5018	139	0.265
0.5054	140	0.2427
0.5090	141	0.2448
0.5126	142	0.2608
0.5162	143	0.2188
0.5199	144	0.2471
0.5235	145	0.2604
0.5271	146	0.2571
0.5307	147	0.2684
0.5343	148	0.2319
0.5379	149	0.2572
0.5415	150	0.2243
0.5451	151	0.2562
0.5487	152	0.2457
0.5523	153	0.255
0.5560	154	0.2664
0.5596	155	0.24
0.5632	156	0.2612
0.5668	157	0.243
0.5704	158	0.2345
0.5740	159	0.2359
0.5776	160	0.2384
0.5812	161	0.2541
0.5848	162	0.2496
0.5884	163	0.2429
0.5921	164	0.2411
0.5957	165	0.2261
0.5993	166	0.2164
0.6029	167	0.2251
0.6065	168	0.2417
0.6101	169	0.2494
0.6137	170	0.2359
0.6173	171	0.2489
0.6209	172	0.2261
0.6245	173	0.2367
0.6282	174	0.2355
0.6318	175	0.2423
0.6354	176	0.2454
0.6390	177	0.2438
0.6426	178	0.2415
0.6462	179	0.2237
0.6498	180	0.2419
0.6534	181	0.2373
0.6570	182	0.2659
0.6606	183	0.2201
0.6643	184	0.2342
0.6679	185	0.2149
0.6715	186	0.2241
0.6751	187	0.2443
0.6787	188	0.2489
0.6823	189	0.2354
0.6859	190	0.2483
0.6895	191	0.2193
0.6931	192	0.229
0.6968	193	0.2335
0.7004	194	0.2484
0.7040	195	0.2317
0.7076	196	0.2203
0.7112	197	0.2329
0.7148	198	0.2084
0.7184	199	0.2341
0.7220	200	0.2369
0.7256	201	0.2364
0.7292	202	0.2276
0.7329	203	0.215
0.7365	204	0.2486
0.7401	205	0.2237
0.7437	206	0.218
0.7473	207	0.2444
0.7509	208	0.2276
0.7545	209	0.2127
0.7581	210	0.2283
0.7617	211	0.2234
0.7653	212	0.207
0.7690	213	0.24
0.7726	214	0.2317
0.7762	215	0.2056
0.7798	216	0.2149
0.7834	217	0.2211
0.7870	218	0.2232
0.7906	219	0.2222
0.7942	220	0.2481
0.7978	221	0.227
0.8014	222	0.2305
0.8051	223	0.2091
0.8087	224	0.2278
0.8123	225	0.2123
0.8159	226	0.2233
0.8195	227	0.2365
0.8231	228	0.2165
0.8267	229	0.2192
0.8303	230	0.2145
0.8339	231	0.2382
0.8375	232	0.2232
0.8412	233	0.2273
0.8448	234	0.2296
0.8484	235	0.2229
0.8520	236	0.2213
0.8556	237	0.2343
0.8592	238	0.2208
0.8628	239	0.2315
0.8664	240	0.2137
0.8700	241	0.2201
0.8736	242	0.2185
0.8773	243	0.2337
0.8809	244	0.2153
0.8845	245	0.2369
0.8881	246	0.2216
0.8917	247	0.2338
0.8953	248	0.2241
0.8989	249	0.213
0.9025	250	0.2245
0.9061	251	0.2074
0.9097	252	0.2283
0.9134	253	0.2003
0.9170	254	0.2099
0.9206	255	0.2288
0.9242	256	0.2168
0.9278	257	0.215
0.9314	258	0.2146
0.9350	259	0.2126
0.9386	260	0.2178
0.9422	261	0.2065
0.9458	262	0.2327
0.9495	263	0.2116
0.9531	264	0.2324
0.9567	265	0.2235
0.9603	266	0.2189
0.9639	267	0.2175
0.9675	268	0.2171
0.9711	269	0.1925
0.9747	270	0.225
0.9783	271	0.2149
0.9819	272	0.204
0.9856	273	0.2004
0.9892	274	0.2055
0.9928	275	0.2045
0.9964	276	0.2186
1.0	277	0.2215
1.0036	278	0.1545
1.0072	279	0.169
1.0108	280	0.152
1.0144	281	0.1597
1.0181	282	0.1626
1.0217	283	0.1692
1.0253	284	0.1639
1.0289	285	0.1638
1.0325	286	0.1507
1.0361	287	0.1594
1.0397	288	0.1621
1.0433	289	0.1565
1.0469	290	0.1549
1.0505	291	0.1731
1.0542	292	0.152
1.0578	293	0.1586
1.0614	294	0.1593
1.0650	295	0.1406
1.0686	296	0.1524
1.0722	297	0.1474
1.0758	298	0.158
1.0794	299	0.1743
1.0830	300	0.1485
1.0866	301	0.1648
1.0903	302	0.1337
1.0939	303	0.1554
1.0975	304	0.1434
1.1011	305	0.1642
1.1047	306	0.159
1.1083	307	0.1658
1.1119	308	0.1554
1.1155	309	0.1425
1.1191	310	0.1432
1.1227	311	0.1517
1.1264	312	0.148
1.1300	313	0.1636
1.1336	314	0.1735
1.1372	315	0.151
1.1408	316	0.1423
1.1444	317	0.1501
1.1480	318	0.1537
1.1516	319	0.1554
1.1552	320	0.1553
1.1588	321	0.149
1.1625	322	0.1605
1.1661	323	0.1551
1.1697	324	0.1555
1.1733	325	0.1443
1.1769	326	0.1533
1.1805	327	0.1658
1.1841	328	0.15
1.1877	329	0.1626
1.1913	330	0.172
1.1949	331	0.1542
1.1986	332	0.166
1.2022	333	0.1513
1.2058	334	0.1612
1.2094	335	0.1521
1.2130	336	0.1552
1.2166	337	0.1503
1.2202	338	0.1613
1.2238	339	0.1563
1.2274	340	0.1429
1.2310	341	0.1587
1.2347	342	0.1477
1.2383	343	0.1561
1.2419	344	0.1418
1.2455	345	0.1495
1.2491	346	0.1533
1.2527	347	0.1521
1.2563	348	0.1422
1.2599	349	0.1446
1.2635	350	0.146
1.2671	351	0.1473
1.2708	352	0.1566
1.2744	353	0.1411
1.2780	354	0.1502
1.2816	355	0.1383
1.2852	356	0.1622
1.2888	357	0.1391
1.2924	358	0.1455
1.2960	359	0.1541
1.2996	360	0.1476
1.3032	361	0.1662
1.3069	362	0.1476
1.3105	363	0.1452
1.3141	364	0.1372
1.3177	365	0.1542
1.3213	366	0.1531
1.3249	367	0.1623
1.3285	368	0.1544
1.3321	369	0.1625
1.3357	370	0.1459
1.3394	371	0.1474
1.3430	372	0.1499
1.3466	373	0.1495
1.3502	374	0.1361
1.3538	375	0.1444
1.3574	376	0.1495
1.3610	377	0.1583
1.3646	378	0.1642
1.3682	379	0.1646
1.3718	380	0.1595
1.3755	381	0.149
1.3791	382	0.1448
1.3827	383	0.1603
1.3863	384	0.1269
1.3899	385	0.1491
1.3935	386	0.1367
1.3971	387	0.1501
1.4007	388	0.1414
1.4043	389	0.156
1.4079	390	0.1428
1.4116	391	0.1559
1.4152	392	0.1452
1.4188	393	0.1547
1.4224	394	0.1432
1.4260	395	0.1648
1.4296	396	0.166
1.4332	397	0.1485
1.4368	398	0.1494
1.4404	399	0.1635
1.4440	400	0.1498
1.4477	401	0.1509
1.4513	402	0.1431
1.4549	403	0.1547
1.4585	404	0.1576
1.4621	405	0.1426
1.4657	406	0.132
1.4693	407	0.1511
1.4729	408	0.1551
1.4765	409	0.16
1.4801	410	0.1507
1.4838	411	0.1591
1.4874	412	0.1536
1.4910	413	0.1507
1.4946	414	0.1564
1.4982	415	0.153
1.5018	416	0.1404
1.5054	417	0.1627
1.5090	418	0.1432
1.5126	419	0.1456
1.5162	420	0.1369
1.5199	421	0.1554
1.5235	422	0.1412
1.5271	423	0.1547
1.5307	424	0.1555
1.5343	425	0.1575
1.5379	426	0.1595
1.5415	427	0.1464
1.5451	428	0.1738
1.5487	429	0.1692
1.5523	430	0.1566
1.5560	431	0.1452
1.5596	432	0.1433
1.5632	433	0.1584
1.5668	434	0.1579
1.5704	435	0.157
1.5740	436	0.1533
1.5776	437	0.148
1.5812	438	0.1381
1.5848	439	0.1605
1.5884	440	0.163
1.5921	441	0.1492
1.5957	442	0.1601
1.5993	443	0.1456
1.6029	444	0.1439
1.6065	445	0.1553
1.6101	446	0.1371
1.6137	447	0.1382
1.6173	448	0.1458
1.6209	449	0.14
1.6245	450	0.1463
1.6282	451	0.1433
1.6318	452	0.1472
1.6354	453	0.1481
1.6390	454	0.1408
1.6426	455	0.1525
1.6462	456	0.1223
1.6498	457	0.1452
1.6534	458	0.159
1.6570	459	0.1389
1.6606	460	0.1479
1.6643	461	0.1451
1.6679	462	0.1651
1.6715	463	0.1336
1.6751	464	0.1496
1.6787	465	0.1384
1.6823	466	0.143
1.6859	467	0.1423
1.6895	468	0.1403
1.6931	469	0.1577
1.6968	470	0.1511
1.7004	471	0.1429
1.7040	472	0.1445
1.7076	473	0.1431
1.7112	474	0.1326
1.7148	475	0.1554
1.7184	476	0.1406
1.7220	477	0.1479
1.7256	478	0.1521
1.7292	479	0.1475
1.7329	480	0.1584
1.7365	481	0.1393
1.7401	482	0.1291
1.7437	483	0.1373
1.7473	484	0.1555
1.7509	485	0.1473
1.7545	486	0.1654
1.7581	487	0.1568
1.7617	488	0.1557
1.7653	489	0.1531
1.7690	490	0.1385
1.7726	491	0.1381
1.7762	492	0.1375
1.7798	493	0.1472
1.7834	494	0.1581
1.7870	495	0.1448
1.7906	496	0.1443
1.7942	497	0.1422
1.7978	498	0.1295
1.8014	499	0.1463
1.8051	500	0.1346
1.8087	501	0.1387
1.8123	502	0.1463
1.8159	503	0.1439
1.8195	504	0.1404
1.8231	505	0.1433
1.8267	506	0.136
1.8303	507	0.14
1.8339	508	0.1355
1.8375	509	0.1446
1.8412	510	0.1564
1.8448	511	0.1413
1.8484	512	0.1451
1.8520	513	0.1453
1.8556	514	0.1484
1.8592	515	0.1403
1.8628	516	0.1568
1.8664	517	0.1566
1.8700	518	0.1318
1.8736	519	0.1483
1.8773	520	0.1339
1.8809	521	0.1423
1.8845	522	0.1349
1.8881	523	0.1302
1.8917	524	0.1341
1.8953	525	0.1456
1.8989	526	0.1334
1.9025	527	0.1382
1.9061	528	0.1462
1.9097	529	0.1315
1.9134	530	0.1606
1.9170	531	0.1308
1.9206	532	0.1319
1.9242	533	0.1407
1.9278	534	0.1385
1.9314	535	0.1471
1.9350	536	0.1621
1.9386	537	0.1436
1.9422	538	0.151
1.9458	539	0.1423
1.9495	540	0.1411
1.9531	541	0.1535
1.9567	542	0.143
1.9603	543	0.149
1.9639	544	0.1384
1.9675	545	0.1479
1.9711	546	0.1452
1.9747	547	0.1372
1.9783	548	0.1418
1.9819	549	0.1443
1.9856	550	0.1344
1.9892	551	0.1278
1.9928	552	0.1447
1.9964	553	0.1366
2.0	554	0.141
2.0036	555	0.1161
2.0072	556	0.1099
2.0108	557	0.126
2.0144	558	0.1163
2.0181	559	0.1234
2.0217	560	0.1171
2.0253	561	0.1073
2.0289	562	0.1126
2.0325	563	0.1175
2.0361	564	0.1086
2.0397	565	0.1038
2.0433	566	0.1121
2.0469	567	0.1154
2.0505	568	0.0973
2.0542	569	0.1208
2.0578	570	0.1064
2.0614	571	0.1159
2.0650	572	0.1093
2.0686	573	0.113
2.0722	574	0.1033
2.0758	575	0.1152
2.0794	576	0.1029
2.0830	577	0.1204
2.0866	578	0.1079
2.0903	579	0.1288
2.0939	580	0.0998
2.0975	581	0.1058
2.1011	582	0.1235
2.1047	583	0.1059
2.1083	584	0.0998
2.1119	585	0.1142
2.1155	586	0.1082
2.1191	587	0.0973
2.1227	588	0.1017

Framework Versions

• Python: 3.10.12
• Sentence Transformers: 3.4.1
• Transformers: 4.49.0
• PyTorch: 2.5.1+cu124
• Accelerate: 1.4.0
• Datasets: 3.3.2
• Tokenizers: 0.21.0

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",
}