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Add new SentenceTransformer model.
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metadata
base_model: BAAI/bge-base-en-v1.5
datasets: []
language:
  - en
library_name: sentence-transformers
license: apache-2.0
metrics:
  - cosine_accuracy@1
  - cosine_accuracy@3
  - cosine_accuracy@5
  - cosine_accuracy@10
  - cosine_precision@1
  - cosine_precision@3
  - cosine_precision@5
  - cosine_precision@10
  - cosine_recall@1
  - cosine_recall@3
  - cosine_recall@5
  - cosine_recall@10
  - cosine_ndcg@10
  - cosine_mrr@10
  - cosine_map@100
  - dot_accuracy@1
  - dot_accuracy@3
  - dot_accuracy@5
  - dot_accuracy@10
  - dot_precision@1
  - dot_precision@3
  - dot_precision@5
  - dot_precision@10
  - dot_recall@1
  - dot_recall@3
  - dot_recall@5
  - dot_recall@10
  - dot_ndcg@10
  - dot_mrr@10
  - dot_map@100
pipeline_tag: sentence-similarity
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:9000
  - loss:MultipleNegativesRankingLoss
widget:
  - source_sentence: Globe, Omaha Fiesole and Chianti are all varieties of which vegetable?
    sentences:
      - >-
        What is the Rugby Union Six Nations tournament? - CBBC Newsround What is
        the Rugby Union Six Nations tournament? 11 February 2015 Image copyright
        Getty Images Check out this guide to find out all you need to know about
        the Six Nations. Rugby Union Six Nations tournament The Six Nations is a
        rugby union tournament played every year between the top countries in
        Europe. The six countries who take part are England, Scotland, Wales,
        Ireland, France and Italy. For the first 90 years of the championships
        there were only five countries involved, but Italy were invited to take
        part in 2000. Rugby Union Rugby Union is played by teams of 15 players,
        with each team made up of eight forwards and seven backs. Even at the
        top level it used to be amateur; that is, played for fun by people who
        had other jobs too, but now the top players are all professionals. The
        biggest competition in Union is the World Cup, played every four years,
        but the most famous one in this country is the Six Nations championship.
        The Grand Slam If a team wins all five of its matches it is called a
        Grand Slam, but to win a Grand Slam is very hard. England won a Grand
        Slam in 2003, but only after losing their final match in the three
        seasons before. The Triple Crown The Triple Crown is a special prize
        that only the four home unions are able to win. Image copyright PA Image
        caption A team can only win the triple crown if they beat all three of
        the other home unions Rugby facts The sport gets its name from the place
        where it was invented, Rugby School in Warwickshire, England. In 1816 a
        pupil called William Webb Ellis got a bit bored during a match of
        football and decided that picking up the ball would make things more
        interesting. Although the game has come a long way since, even splitting
        into two codes; Rugby Union and Rugby League, that's where it started.
        One of the most important rules of the sport is that the ball can only
        be passed backwards.
      - "Baked Artichoke Recipe Baked Artichoke Recipe written by Heather Restrepo So there are a variety of types when it comes to artichokes (Red-Babyanzio, Big-heart, Siena, Mercury, Omaha, Fiesole, Chianti, etc.) But perhaps the most common is the Classic Green Globe artichoke. This is probably the type of artichoke you will find at your local grocer. Having moved to\_Hawaii as a teen, that is when I was first introduced to this intimidating\_looking veggie. I would never have predicted that I could ever encompass the foodie-love-affair that I now have with them! The Classic Green Globe artichoke is by far my favorite because of its’ buttery-tasting heart and bottom. There is also a good amount of meat within the petals –\_SCORE\_if you ask me! Many people enjoy perfectly grilled, baked, or steamed artichokes at fancy restaurants, which are usually served with a garlic aioli type of sauce (find my aioli recipe here ). \_Nonetheless, making them at home is not as scary as you might think! I find that steaming artichokes gives them a bitter taste compared to baking, plus popping them in the oven is so much easier than messing with a steamer! So, here is my go-to recipe for BAKED artichokes: INGREDIENTS: 2 tbsp. Grass-fed Butter (un-salted) 1 tsp. Garlic Powder *NOTE: You will need a baking dish with a lid/cover. To start – Preheat the oven to 425 degrees. \_Give the artichoke a good rinse in cold water, and use a kitchen brush to lightly scrub the outside. Then cut about a half-inch from the stem and discard the bottom piece. I also cut about a half-inch from the very top, just to open it up and allow the seasoning to get inside for cooking. \_*OPTIONAL: Some people like to trim the tops of the leaves to get rid of the thorns, but I find that they become soft during cooking so I don’t bother. \_Then, carefully cut the artichoke vertically in half. Line a baking dish with parchment paper and place the halves on top. Then lightly coat both pieces with a halved lemon. Take the other half of the lemon and squeeze along the inside of the artichoke, as well as between the leaves. Then sprinkle the sea salt and garlic powder all-over both sides and a bit between the leaves. Next, lightly drizzle your oil all over the artichoke pieces (in between the leaves also). Then place a tbsp. of grass-fed butter in each of the heart pockets. Cover the baking dish with lid, and place in to the oven. \_Allow to cook until sizzling., usually about 1 hour. (Ovens will vary, so check often after 30-40 minutes of cooking) After cooking, allow to cool, remove\_the choke with a spoon (the hairy inside part), and then enjoy the meat on petals, and heart/bottom! x. Heather"
      - "Lady Lever Art Gallery - Gallery in Port Sunlight, Port Sunlight - Visit Liverpool You are here: Things To Do > Lady Lever Art Gallery Lady Lever Art Gallery Note: Prices are a guide only and may change on a daily basis. About The Lady Lever Art Gallery is regarded as one of the finest art galleries in Europe. It's located in model village, Port Sunlight in Wirral, a place rich in architectural charm.\_ The gallery was founded by William Hesketh Lever (1851-1925) and is dedicated to his wife Elizabeth, Lady Lever. Lever wanted to share his collections with the public and the works on display at the gallery have been personally selected.\_ Inside the gallery, visitors will find the best of Lever's personal art collection and the finest collection of Wedgewood jasperware anywhere in the world. The Pre-Raphaelite painting collection is internationally renowned and features works by Millais, Rossetti, Burne-Jones and Holman Hunt.\_ For younger visitors, the activity rooms are an interactive space where they can get hands-on and have fun with crafts, dressing up and story telling.\_ Lady Lever often houses temporary exhibitions and popular free events, be sure to check the website before visiting.\_ Before leaving, browse the gift shop or enjoy a bite to eat in the Gallery Cafe. All Areas Accessible to Disabled Visitors Cafe/Restaurant Guided Tours Available for Groups Large Parties Map & Directions Road Directions From Liverpool: Go through the Birkenhead (Queensway) Tunnel (£1.40 toll for cars, £4.20 for coaches). Once you leave the tunnel follow signs for Port Sunlight, driving along A41(New Chester Road) - the gallery is sign posted all the way from the tunnel and situated opposite Port Sunlight Museum.\_ From elsewhere: Leave the M53 at junction 4, follow the B5137 and take the second left onto the B5136 towards Port Sunlight. Follow the brown and white road signs for Port Sunlight Village. Once you are in the village follow the signs for Lady Lever Art Gallery. Public Transport Directions By Train: The nearest station is Bebington although Port Sunlight is also within walking distance. They are both on the Chester and Ellesmere Port Merseyrail lines. Leave the station and come out onto Old Chester Road (use the ramp if you require level access). Turn left, cross at the traffic lights, then turn left again down Bebington Road, passing under the railway bridge. Turn next right down Greendale Road. Continue along the pavement on the same side as the cottages for approximately 400 yards until you see the Leverhulme memorial and the Lady Lever Art Gallery on your left. Take the pathway on your left leading into Windy Bank and towards the memorial and the gallery. The entrance to the gallery is to the right side of the building opposite the fountain.\_ By bus:\_ Take number 464 to Bebington Road bus stop (starts at Sir Thomas Street in Liverpool city centre) or number 38 to Bebington rail station bus stop (runs between Clatterbridge Hospital and West Kirby station). Once you get off the bus refer to the above directions from Bebington railway station. TripAdvisor"
  - source_sentence: >-
      Pinkie, Cubitt and Ida Arnold are all characters in which Graham Green
      novel?
    sentences:
      - >-
        Brighton Rock Maximize this page Introduction This study guide is
        intended for students preparing for exams at GCE Advanced (A2) level and
        Advanced Supplementary (AS) level. But it is suitable for university
        students and the general reader who is interested in Brighton Rock.
        Please use the hyperlinks in the table above to navigate this page. If
        you have any comments or suggestions to make about this page, please
        e-mail me by clicking on this link. The purpose of this study guide is
        to help you find your way around the text, and to introduce subjects
        which may be set by examiners. It is not a substitute for close study of
        the novel. Ideas presented here need to be supported by textual
        reference (either summary of narrative detail or brief direct quotation,
        as appropriate; do not quote at length: you gain no credit for this in
        an "open book" exam, the point of the reference will not be clear, and
        you are wasting time!). Back to top It is assumed by the examiners that
        literature is a humane subject; that is, that books set for study
        explore and interpret values and attitudes in the real world, although
        they must also be judged in their own right as imaginative works
        depicting an alternative reality or alternative view of the world.
        Broadly speaking, students are asked to examine works in terms of their
        content (what they are about) and the author's technique (how they are
        composed). While examiners hope that students will enjoy studying these
        things, they recognize that this enjoyment will rarely be simple or
        immediate in the case of demanding texts. Students would do well to
        develop maturity as readers, to discover the historical and cultural
        diversity of western literature, with some of its history; to recognize
        different literary forms, genres and conventions. Personal and
        independent judgements are encouraged, but should be made against a
        background of familiarity with established or current attitudes. It is
        impossible to "teach" this entirely within lesson time; private reading,
        directed by a teacher or other well-read person, is essential. Because
        you cannot read everything, or even very much, try to profit from the
        experience of others. Back to top Brighton Rock: what is it about? At
        one level, this novel is a simple, if elegant, thriller: Ida Arnold, an
        unlikely heroine, pursues the evil but failed gangster Pinkie Brown; she
        seeks his punishment, while trying to save from his influence the young
        woman, Rose, whom Pinkie has married to buy her silence. In these terms,
        with vivid but usually straightforward characters and well-drawn
        locations, and the shocking conclusion (the reader is aware of Rose's
        imminent discovery of Pinkie's hatred) the novel shows why it achieved
        great popularity, and why it was successfully adapted for the cinema.
        Unlike some classic works, it obeys the convention of popular fiction,
        that there should be a well-paced and exciting story; "suspense" is also
        provided by the reader's concern for the perhaps doomed Rose. But why is
        the novel also considered to be serious fiction, or a "modern classic"?
        This is a little less obvious, but we can find reasons for this opinion,
        if we look. Like many writers from earlier times, Greene is deeply
        interested in what could be called metaphysical questions: about the
        real nature and purpose of this world, about the nature or existence,
        even, of God; about man's freedom, by his own efforts, to alter his
        circumstances - or lack of this freedom. In order to address these
        arguments, Greene depicts characters who are not at all complex, but who
        hold, profoundly in the case of Pinkie, radically differing views on
        these matters. Back to top Dallow, like Ida, sees only the immediate
        material world before him, as do the punters who see Brighton's jolly
        facade and gaiety, but not the squalor behind this. Pinkie, though,
        believes also in a world of unseen but eternal spiritual realities.
        Initially, he believes these to await him after death, and he aspires to
        better his status in this world; but he comes, gradually, to see what
        Prewitt, his bent lawyer, articulates
      - >-
        How many Presidents have resigned from office? | Reference.com How many
        Presidents have resigned from office? A: Quick Answer As of 2014, there
        has been only one president to resign from office. That president was
        Richard Nixon on Aug. 9, 1974. Minutes after his resignation, Vice
        President Gerald R. Ford was sworn into office as the 37th president of
        the United States. Full Answer Nixon's resignation can be largely
        attributed to the clandestine and illegal activities his administration
        undertook during his presidency. The activities were brought to light
        when members of his administration were caught breaking into the
        Democratic headquarters at the Watergate Hotel. This scandal, named the
        Watergate scandal, resulted in the loss of almost all of his political
        support and the near-certainty of his impeachment. As a result, Nixon
        took to radio and television and announced his resignation.
      - >-
        Época 64/65 - Taça de Portugal: F.C.Porto - Benfica (1-1) - YouTube
        Época 64/65 - Taça de Portugal: F.C.Porto - Benfica (1-1) Want to watch
        this again later? Sign in to add this video to a playlist. Need to
        report the video? Sign in to report inappropriate content. The
        interactive transcript could not be loaded. Loading... Rating is
        available when the video has been rented. This feature is not available
        right now. Please try again later. Published on Jul 30, 2016 16
        avos-de-final (2ª Mão) When autoplay is enabled, a suggested video will
        automatically play next. Up next New 26:59 Dragão com História: Aloísio
        - Duration: 18:18. Os Filhos do Dragão 209 views 18:18 Futebol Clube do
        Porto - [ Alegria ] - Duration: 4:37. sarafi00 82,911 views 4:37
        Portugal | Lisbon Street Dancing! - Duration: 2:33. GUN1T123 4,566 views
        2:33 Atletiekploeg naar Portugal voor oefenkamp - Duration: 1:33. ANP
        Video 28 views 1:33 Preconceito em Portugal #MorandoFORAdoBRASIL #veda
        02 @blog da quel - Duration: 10:39. Blog da Quel - Raquel Carboni 2,128
        views 10:39
  - source_sentence: Anglophobia is the fear of which country and its people?
    sentences:
      - >-
        1870 - Famous Birthdays - On This Day On This Day Famous People Born in
        1870 Full Calendar Jan 3 Henry Eichheim, composer Jan 3 Henry Handel
        Richardson, Australia, novelist (Richard Mahoney) Jan 4 Percy Pitt,
        English composer (BBC), born in London (d. 1932) Jan 6 Gustav Bauer,
        Chancellor of Germany (d. 1944) Jan 7 Lord Gordon Hewart, British judge
        (d. 1943) Jan 8 Miguel Primo de Rivera Orbaneja, dictator of Spain
        (1923-30) Jan 9 Joseph B Strauss, civil engineer/builder (Golden Gate
        Bridge) Jan 11 Alexander Stirling Calder, American sculptor (d. 1945)
        Jan 13 Henryk Opienski, Polish composer/conductor (St Moniuszko) Jan 13
        Ross Granville Harrison, American biologist (d. 1959) Jan 14 Sir George
        Pearce, Australian politician (d. 1952) Jan 15 Johan Peter Koch, Danish
        officer/explorer (Greenland) Jan 15 Pierre S. du Pont, American
        businessman (d. 1954) Jan 16 Wilhelm Normann, German chemist (hardening
        of oils) Jan 18 Berend Modderman, printer (Drukkers yearbook) Jan 20
        Guillaume Jean Joseph Nicolas Lekeu, composer Jan 22 Charles Arnold
        Tournemire, composer Feb 3 Ada Negri, Italian poet/author (Il Libro di
        Mara) Feb 7 Alfred Adler, Austria, psychiatrist (Inferiority Complex)
        Feb 10 Fritz Klimsch, German sculptor/painter Feb 12 Marie Lloyd,
        English music-hall performer (d. 1922) Feb 13 Leopold Godowsky,
        Lithuania, virtuoso pianist/composer Feb 17 Louis de Raet, Belgian
        economist/founder (Flemish People's Party) Feb 18 William Laurel Harris,
        American mural painter, writer (d. 1924) Feb 20 Pieter Cornelis Boutens,
        Holland, mystic poet/scholar (Verzen) Feb 27 Louis Coerne, composer Mar
        4 Thomas Sturge Moore, English poet (d. 1944) Mar 5 Frank Norris,
        journalist and writer (McTeague, Octopus), born in Chicago, Illinois (d.
        1902) Mar 6 Oscar Straus, composer (Ein Walzertraum), born in Vienna,
        Austria Mar 10 Alfred Kastner, composer Mar 11 Louis Bachelier, French
        mathematician (d. 1946) Mar 13 Albert Meyer, member of the Swiss Federal
        Council in the 1930s (d. 1953) Mar 17 Horace Donisthorpe, British
        entomologist (d. 1951) Mar 20 Paul von Lettow-Vorbeck, Prussian
        general/politician (East Africa) Apr 4 George A Smith, Salt Lake City
        Utah, 8th President of Mormon church Apr 7 Joseph Ryeland, Belgian
        composer/Baron Apr 14 Syd Gregory, cricketer (Australian batsman in 58
        Tests 1890-1912) Apr 14 Victor Borisov-Musatov, Russian painter (d.
        1905) Apr 17 Ray Stannard Baker, US, journalist (Puliter Prize 1940) Apr
        20 Simeon Roncal, composer Apr 20 Maulvi Abdul Haq, Father of Urdu,
        Pakistani scholar (d. 1961) Apr 21 Edwin S. Porter, American film
        pioneer (d. 1941) Person of Interest Apr 22 Vladimir Lenin [Vladimir
        Ilich Ulyanov], Marxist Revolutionary and Soviet Leader, born in
        Simbirsk, Russia (d. 1924) Marxist Revolutionary and Soviet Leader Apr
        28 Hermann Suter, composer Apr 30 Franz Lehar, operetta composer
        (Naughty Marietta) May 3 Princess Helena Victoria of Schleswig-Holstein
        (d. 1948) May 4 Alexandre Benois, Russian artist (d. 1960) May 6 Amedos
        Peter Giannine, founded Bank of America, born in San Jose, California
        May 6 John McCutcheon, cartoonist (Pulitzer Prize-1931) May 14 Zygmunt
        Denis Antoni Stojowski, composer May 19 Albert Fish, American serial
        killer (d. 1936) May 24 Benjamin Cardozo, American jurist (d. 1938) May
        24 Jan Christiaan Smuts, Prime Minister of South Africa and proponent of
        Commonwealth & League of Nations (d. 1950) May 27 Lionel Palairet,
        cricketer (elegant England bat in the Golden Age) Jun 13 Jules JBV
        Bordet, Belgian bacteriologist (syphillis, Nobel 1919) Jun 14 Sophia of
        Prussia, consort of Constantine I of Greece (d. 1932) Jun 17 George
        Cormack, cereal inventor (Wheaties) Jun 18 Edouard Le Roy, French
        philosopher and mathematician Jun 21 Clara Immerwahr, German chemist (d.
        1915) Jun 24 Horatio Mbelle, Cape Colony, South African interpreter,
        community leader and politician Jun 29 Joseph Carl Breil, composer
        Person of Interest Jul 3 Richard Bedford Bennett , 11th Prime Minister
        of Canada (C: 1930-35), born in Hopewell Hill, New Brunswick (d. 1947)
        11th Prime Minister of Canada Jul 4 Pieter van der Lijn, Dutch geolo
      - >-
        Anglophobia - definition of Anglophobia by The Free Dictionary
        Anglophobia - definition of Anglophobia by The Free Dictionary
        http://www.thefreedictionary.com/Anglophobia Also found in: Thesaurus ,
        Wikipedia . Related to Anglophobia: Anglophobic One who dislikes or
        fears England, its people, or its culture. An′glo·pho′bi·a n.
        An′glo·pho′bic adj. Anglophobia Anglophobia - dislike (or fear) of
        Britain and British customs dislike - a feeling of aversion or
        antipathy; "my dislike of him was instinctive" Anglophilia - admiration
        for Britain and British customs Translations Anglophobia n → Anglophobie
        f (form), → Englandhass m Want to thank TFD for its existence? Tell a
        friend about us , add a link to this page, or visit the webmaster's page
        for free fun content . Link to this page: England References in classic
        literature ? Well, then, you shall have plenty of it; and first, I see
        you've not much more sense than some others of my
        acquaintance"(indicating me with his thumb), "or else you'd never turn
        rabid about that dirty little country called England; for rabid, I see
        you are; I read Anglophobia in your looks, and hear it in your words.
        View in context He begins with a discussion of Hegel's reform-bill
        article claiming that, contrary to the traditional view, it was not a
        sour mix of anglophobia and Prussian chauvinism but a shrewd analysis of
        the political situation as of mid-1831 which correctly identified the
        structural weaknesses of the existing British state, most notably its
        dominance by a corrupt and incompetent aristocracy, and pointed the
        direction that politics must take if the nation was to avoid revolution.
        As Britain's elections near, voters are facing a wall of falsehoods
        Anglophobia ruled for a decade until former Education Minister Leighton
        Andrews invited in Tony Blair's Sir Michael Barber. End the debate and
        just get on with the teaching; The groundswell of support for the Welsh
        Government's review of curriculum arrangements are supposed to bode well
        for the future. But in a hard-hitting column, education expert Terry
        Mackie argues otherwise A Call to Arms: Propaganda, Public Opinion, and
        Newspapers in the Great War (Westport, CT: Praeger, 2004); Matthew
        Stibbe, German Anglophobia and the Great War (Cambridge: Cambridge
        University Press, 2001); David Welch, Germany, Propaganda and Total War,
        1914-1918: The Sins of Omission (New Brunswick: Rutgers University
        Press, 2000). Mencken's nietzsche Multicultural Nationalism:
        Islamaphobia, Anglophobia, and Devolution. Ghanaian and Somali
        immigrants in Toronto's rental market: a comparative cultural
        perspective of housing issues and coping strategies 25) Crawford told
        Stonehaven that the American actions at Geneva would undoubtedly cause a
        wave of Anglophobia to arise in the United States due to a number of
        things. Imperial networks, imperial defence, and perceptions of American
        influence on the British Empire in the interwar period: the case of the
        27th Earl of Crawford and Balcarres For one, he had none of the French
        Anglophobia stimulated by events like Mers-el-Kebir (the battle in 1940
        off the coast of French Algeria when the British Navy attacked and
        destroyed much of the French fleet), which soldiers like Colonel
        Serge-Henri Parisot never got over even up to his death last February at
        age 100.
      - "Menstruation and the menstrual cycle | womenshealth.gov Menstruation and the menstrual cycle Menstruation and the menstrual cycle To receive Publications email updates Enter email Submit Menstruation and the menstrual cycle Menstruation\_is a woman's monthly bleeding. When you menstruate, your body sheds the lining of the uterus (womb). Learn how the menstrual cycle works and what to do if you have painful or irregular periods. Expand all Collapse all What is menstruation? Menstruation (men-STRAY-shuhn) is a woman's monthly bleeding. When you menstruate, your body sheds the lining of the uterus (womb). Menstrual blood flows from the uterus through the small opening in the cervix and passes out of the body through the vagina ( see how the menstrual cycle works below ). Most menstrual periods last from 3 to 5 days. What is the menstrual cycle? When periods (menstruations) come regularly, this is called the menstrual cycle. Having regular menstrual cycles is a sign that important parts of your body are working normally. The menstrual cycle provides important body chemicals, called hormones, to keep you healthy. It also prepares your body for pregnancy each month. A cycle is counted from the first day of 1 period to the first day of the next period. The average menstrual cycle is 28 days long. Cycles can range anywhere from 21 to 35 days in adults and from 21 to 45 days in young teens. The rise and fall of levels of hormones during the month control the menstrual cycle. What happens during the menstrual cycle? In the first half of the cycle, levels of estrogen (the \"female hormone\") start to rise. Estrogen plays an important role in keeping you healthy, especially by helping you to build strong bones and to help keep them strong as you get older. Estrogen also makes the lining of the uterus (womb) grow and thicken. This lining of the womb is a place that will nourish the embryo if a pregnancy occurs. At the same time the lining of the womb is growing, an egg, or ovum, in one of the ovaries starts to mature. At about day 14 of an average 28-day cycle, the egg leaves the ovary. This is called ovulation. After the egg has left the ovary, it travels through the fallopian tube to the uterus. Hormone levels rise and help prepare the uterine lining for pregnancy. A woman is most likely to get pregnant during the 3 days before or on the day of ovulation. Keep in mind, women with cycles that are shorter or longer than average may ovulate before or after day 14. A woman becomes pregnant if the egg is fertilized by a man's sperm cell and attaches to the uterine wall. If the egg is not fertilized, it will break apart. Then, hormone levels drop, and the thickened lining of the uterus is shed during the menstrual period. See how the menstrual cycle works. What is a typical menstrual period like? During your period, you shed the thickened uterine lining and extra blood through the vagina. Your period may not be the same every month. It may also be different than other women's periods. Periods can be light, moderate, or heavy in terms of how much blood comes out of the vagina. This is called menstrual flow. The length of the period also varies. Most periods last from 3 to 5 days. But, anywhere from 2 to 7 days is normal. For the first few years after menstruation begins, longer cycles are common. A woman's cycle tends to shorten and become more regular with age. Most of the time, periods will be in the range of 21 to 35 days apart. What kinds of problems do women have with their periods? Women can have a range of problems with their periods, including pain, heavy bleeding, and skipped periods. Amenorrhea (ay-men-uh-REE-uh) — the lack of a menstrual period. This term is used to describe the absence of a period in: Young women who haven't started menstruating by age 15 Women and girls who haven't had a period for 90 days, even if they haven't been menstruating for long Causes can include: Stress Serious medical conditions in need of treatment As above, when your menstrual cycles come regularly, this means that important parts of your body are"
  - source_sentence: >-
      Which footballer won the Golden Boot for scoring the most goals at 1986
      World Cup Finals?
    sentences:
      - >-
        World Cup Golden Boot Winners - Historical World Cup Top Scorers
        Argentina 5 One of the most active markets for any World Cup is the
        Golden Boot with a number of players vying for an award which is
        presented to the highest goal scorer in the tournament. Over the years,
        there have been some incredible goal scoring feats at World Cup finals
        but who are the individuals that have made their mark in previous
        tournaments and what indicators can they give those of us who are making
        predictions for 2014? The Record Breaker France’s Just Fontaine holds
        the record for the most goals in a single World Cup tournament and it’s
        one that may never be broken. In current World Cup competitions, the
        most successful teams could play as many as seven games but could any of
        the current players match the 13 strikes that Fontaine achieved in
        Sweden in 1958? The striker was prolific in club football and averaged
        nearly a goal a game during his eight years with Stade Reims. His ratio
        at international level was even better and his performances at the 1958
        finals would leave Fontaine with a record of 30 goals from 23
        appearances. It’s claimed that he was playing in a pair of borrowed
        boots when he began his campaign with a hat trick in a 7-3 defeat of
        Uruguay. The Frenchman followed that achievement with a brace against
        Yugoslavia and a single, winning goal against the Scots which allowed
        his country to progress to the next phase. Three goals followed over two
        matches against Northern Ireland and Brazil before Fontaine netted no
        less than four times in the third place play off against West Germany.
        Behind this incredible achievement, Sandor Kocsis managed eleven strikes
        in the finals of 1954 but since Gerd Muller’s 10 in 1970, no player has
        managed more than eight in a single tournament. The Prolific Nations
        Aside from Just Fontaine’s magnificent 13 back in 1958, no Frenchman has
        taken the Golden Boot award. In fact, after the Stade Reims centre
        forward, there is a considerable gap in the country’s all time list. The
        finals in Sweden were the only time that Fontaine appeared in a
        tournament so he finished seven clear of Thierry Henry who scored six
        goals – three in 1998 and three in 2002. Other countries have been more
        prolific over a longer span and they tend to be the more successful
        nations in terms of World Cup victories. Brazil are well represented
        when it comes to the tournament’s leading goal scorers and out of
        eighteen finals, five Brazilians have either shared the Golden Boot or
        won it outright. The most successful of these was Ronaldo who currently
        holds the overall record for goals scored at the World Cup finals. The
        former Real Madrid target man has 15 strikes, spread over three
        tournaments, including a top scoring effort of eight as his country
        lifted the trophy in 2002. Behind Ronaldo, the legendary Pele has 12
        goals in four tournaments although the man who many believe was the
        greatest to ever play the game, never actually won a Golden Boot.
        Germany also feature heavily in the list of all time leading scorers and
        Miroslav Klose has a chance of eclipsing Ronaldo’s record at the 2014
        tournament. Along with the great Gerd Muller , the Lazio centre forward
        has 14 goals in World Cup finals and is set to be Germany’s first choice
        front man in Brazil. In total, German or West German players have
        finished as top scorer in three tournaments. Gerd Muller recorded an
        impressive ten goals in 1970 before Klose took an outright win in 2006.
        Thomas Muller completes the trio although the Bayern Munich man shared
        the award in 2010 with David Villa and Wesley Sneijder. An unlikely hero
        After West Germany’s Gerd Muller took the prestigious Golden Boot in
        1970, he joined up with the national squad as they looked to win the
        World Cup on home soil four years later. The host nation duly completed
        a win after edging past the Netherlands by two goals to one in the final
        and while the man they called ‘Der Bomber’ scored four times, the top
        scorer accolade finished in the hands of an unlikely recipient. Poland’s
        Grzegorz Lato featured in three FIFA World Cup
      - >-
        Philip IV Philip IV Location of death: Madrid, Spain Cause of death:
        unspecified Nationality: Spain Executive summary: King of Spain, 1621-65
        Philip IV, King of Spain, eldest son of Philip III and his wife
        Margaret, sister of the emperor Ferdinand II, was born at Valladolid on
        the 8th of April 1605. His reign, after a few passing years of barren
        successes, was a long story of political and military decay and
        disaster. The king has been held responsible for the fall of Spain,
        which was, however, due in the main to internal causes beyond the
        control of the most despotic ruler, however capable he had been. Philip
        certainly possessed more energy, both mental and physical, than his
        father. There is still in existence a translation of Guicciardini which
        he wrote with his own hand in order to qualify himself for government by
        acquiring a knowledge of political history. He was a fine horseman and
        keen hunter. His artistic taste was shown by his patronage of Diego
        Vel�zquez , and his love of letters by his favor to Lope de Vega ,
        Calder�n , and other dramatists. He is even credited, on fairly probable
        testimony, with a share at least in the composition of several comedies.
        His good intentions were of no avail to his government. Coming to the
        throne at the age of sixteen, he did the wisest thing he could by
        allowing himself to be guided by the most capable man he could find. His
        favorite, Olivares, was a far more honest man than the Duke of Lerma,
        and was more fit for the place of prime minister than any Spaniard of
        the time. But Philip IV had not the strength of mind to free himself
        from the influence of Olivares when he had grown to manhood. The
        amusements which the favorite had encouraged became the business of the
        king's life. When, in 1643, the disasters falling on the monarchy on all
        sides led to the dismissal of Olivares, Philip had lost the power to
        devote himself to hard work. After a brief struggle with the task of
        directing the administration of the most extensive and the worst
        organized monarchy in Europe, he sank back into his pleasures and was
        governed by other favorites. His political opinions were those he had
        inherited from his father and grandfather. He thought it his duty to
        support the German Habsburgs and the cause of the Roman Catholic Church
        against the Protestants, to assert his sovereignty over Holland, and to
        extend the dominions of his house. The utter exhaustion of his people in
        the course of a hopeless struggle with Holland, France and England was
        seen by him with sympathy, but he considered it an unavoidable
        misfortune and not the result of his own errors, since he could not be
        expected to renounce his rights or to desert the cause of God and the
        Church. In public he maintained a bearing of rigid solemnity, and was
        seen to laugh only three times in the course of his life. But in private
        he indulged in horseplay and very coarse immorality. His court was
        grossly vicious. The early death of his eldest son, Baltasar Carlos, was
        unquestionably due to debauchery encouraged by the gentlemen entrusted
        by the king with his education. The lesson shocked the king, but its
        effect soon wore off. Philip IV died broken-hearted on the 17th of
        September 1665, expressing the hope that his surviving son, Carlos,
        would be more fortunate than himself. Father: Philip III (King of Spain)
        Mother: Margaret Sister: Anne of Austria (Queen of France, b. 1601, d.
        1666) Brother: Ferdinand (Governor of the Netherlands) Wife: Elizabeth
        Bourbon (b. 1603, m. 1615, d. 1644) Daughter: Maria Margarita (b. 1621)
        Daughter: Margarita Maria Catalina (b. 1623) Daughter: Maria Eugenia (b.
        1625, d. 1627) Daughter: Isabel Maria Teresa (b. 1627) Son: Baltasar
        Carlos (b. 1629, d. 1646) Daughter: Maria Ana Antonia (b. 1636)
        Daughter: Maria Theresa of Spain (b. 1638, d. 1683)
      - >-
        Olympic Games | Ice Hockey Wiki | Fandom powered by Wikia Medalists Ice
        hockey tournaments have been staged at the Olympic Games since 1920. The
        men's tournament was introduced at the 1920 Summer Olympics and was
        transferred permanently to the Winter Olympic Games programme in 1924.
        The women's tournament was first held at the 1998 Winter Olympics . The
        Olympic Games were originally intended for amateur athletes until 1988,
        and the National Hockey League (NHL) did not allow its players to
        compete until 1998. From 1924 to 1988, the tournament started with a
        round-robin series of games and ended with the medal round. Medals were
        awarded based on points accumulated during that round. The games of the
        tournament follow the rules of the International Ice Hockey Federation
        (IIHF), which differ slightly from the rules used in the NHL . The
        tournament follows the  World Anti-Doping Agency's (WADA) rules on Use
        of performance enhancing drugs and the IIHF maintains a Registered
        Testing Pool, a list of top players who are subjected to random
        in-competition and out-of-competition drug tests. Several players have
        tested positive for banned substances since the 1972 Winter Olympics .
        In the men's tournament, Canada was the most successful team of the
        first three decades, winning six of seven gold medals. Czechoslovakia ,
        Sweden and the United States were also competitive during this period
        and won multiple medals. Between 1920 and 1968, the Olympic hockey
        tournament was also counted as the Ice Hockey World Championship for
        that year. The Soviet Union first participated in 1956 and overtook
        Canada as the dominant international team, winning seven of the nine
        tournaments in which they participated. The United States won gold
        medals in 1960 and in 1980 , which included their " Miracle on Ice "
        upset of the Soviet Union. Canada went 50 years without a gold medal,
        before winning one in 2002 , and following it up with another in 2010 .
        Other nations to win gold include Great Britain in 1936 , the Unified
        Team in 1992 , Sweden in 1994 and 2006 and the Czech Republic]] in 1998
        . Other medal-winning nations include Switzerland,Germany,Finland and
        Russia]]. In 1986, the International Olympic Committee (IOC) voted to
        allow all athletes to compete in Olympic Games held after 1988. The NHL
        was initially reluctant to allow its players to compete because the
        Olympics are held in the middle of the NHL season, and the league would
        have to halt play if many of its players participated. However, NHL
        players were allowed to compete starting in 1998. The format of the
        tournament was adjusted to accommodate the NHL schedule; a preliminary
        round was played without NHL players or the top six teams—Canada, the
        Czech Republic, Finland, Russia, Sweden and the United States—followed
        by a final round which included them. The tournament format was changed
        again in 2006; every team played five preliminary games with the full
        use of NHL players. In July 1992, the IOC voted to approve women's
        hockey as an Olympic event; it was first held at the 1998 Winter
        Olympics in Nagano. The Nagano Organizing Committee was hesitant to
        include the event because of the additional costs of staging the
        tournament, but an agreement was reached that limited the field to six
        teams, and ensured that no additional facilities would be built. The
        Canadian and American teams have dominated the event, typically losing
        only to each other. The United States won the first tournament in 1998,
        while Canada won in 2002, 2006 and 2010. Contents Edit The first Olympic
        ice hockey tournament took place at the 1920 Summer Olympics in Antwerp
        , Belgium . [1] At the time, organised international ice hockey was
        still relatively new. [2] The International Ice Hockey Federation
        (IIHF), the sport's governing body, was created on May 15, 1908, under
        the name Ligue Internationale de Hockey sur Glace. [3] At the 1914
        Olympic Congress in Paris, ice hockey was added to the list of optional
        sports that Olympics organisers could include. [4] The decision to
        include ice hockey for the 1920 Summer Olympics wa
  - source_sentence: The Azores island group is administered by which country?
    sentences:
      - "Tiddlywinks: The Classic Victorian Pastime: On Target for the 21st Century (1996) You are at: Home » History »Tiddlywinks: The Classic Victorian Pastime: On Target for the 21st Century (1996) Tiddlywinks: The Classic Victorian Pastime: On Target for the 21st Century (1996) This article was originally published in the American Game Collectors Association ‘s Game Researchers’ Notes, ISSN 1050-6608, October 1996, with illustrations and content on the cover, on pages 5552 to 5561, and also on the back cover. In the web version of this article, additional images have been incorporated\_that did not appear in the original publication.\_ Also please note that the AGCA is now known as the Association of Game & Puzzle Collectors . A substantial majority of the information provided in the original 1996 article remains accurate to this day.\_ However, quite a bit more background information has been gathered since.\_ An update is warranted, and is in the works. This article was originally posted on the Internet on 3 May 1997, \_was updated on 2 April 1999, and then with updated images and links on 9 and 15 September 2006, plus a few more minor updates on 24 November 2006, and also on 13 July 2014. By Rick Tucker © 1996 Richard W. Tucker. All Rights Reserved “One should make a serious study of a pastime”—Alexander the Great [ 1 ] Table of Contents References The Preface I’ve played tiddlywinks for 24 years, ever since I ventured into a dormitory at MIT on my first day as a freshman and encountered (no pun intended) the local denizens on their hands and knees shooting winks across the carpet and down the stairs. (It really isn’t normally played on the floor, actually.) I was captivated at the congruence (technical term, sorry) of the ivory towers of MIT housing the noble sport of tiddlywinks, and amazed that MIT might, perhaps inadvertantly (but not always), lend credence to a sport enmired in such a mischievous stereotype. Tiddlywinks appealed to me because of its unique character, because it is almost universally known, and because it demands precise dexterous skills, while also requiring strategy and tactics, and also a measure of luck. And so, what follows is the first definitive history of tiddlywinks boxed games. There is a history in all men’s lives.[ 2 ] I invite and expect to hear from game collectors and historians to help me add to, revise, and where necessary, fix errors in this history. I also invite you to visit my tiddlywinks web pages at http://www.tiddlywinks.org , where this article will appear subsequent to its publication in Games Researchers’ Notes, with all the photos in living color. — Rick Tucker, 31 October 1996 Setting the Stage: The Oft-Ridiculed Game “Have we sold our precious heritage in exchange for frivolity and a game of tiddlywinks?”, letter by Lillie Struble in Library Journal[ 3 ]. This was the most unkindest cut of all.[ 4 ] “A 15th-century Donatello bronze, The Madonna and Child, served the Fitzwilliam family as a tiddlywinks bowl until the Victoria and Albert Museum [London] recognized its importance”, ARTnews[ 5 ]. “Even in the matter of nursery games the Victorian child took things very seriously. There were some board games, however, which provided little or no intellectual stimulus. Chief among these was […] tiddlywinks, whose apparent inanity (to the uninitiated) is often regarded as the ultimate in useless activities.”, James Mackay [ 6 ]. Prince Philip once suggested that tiddlywinks be included in the Olympics. To which Ian Wooldridge of the Olympic Committee responded: “At the risk of propagating royal support for tiddlywinks, a game of the utmost tedium played by anti-athletes too tired or apathetic to get up off the floor, I have to concede that his argument makes sense.”, British Airways magazine.[ 7 ] “The research described in this chapter concerns a well-known children’s pastime, the game of tiddlywinks, where the idea is to take one counter and press it on the edge of another, to make the latter jump. Because this is extremely simple, the research centered less on cognizance of the mov"
      - >-
        Football - Summer Olympic Sport Football Singapore 2010 adopts new sport
        formats 12 Aug 2010 Football has its roots in ancient China, while the
        modern version of the game began on the streets of medieval England
        before evolving into the most popular sport in the world. Medieval
        origins Modern football has its origins in the streets of medieval
        England. Neighbouring towns would play each other in games where a
        heaving mass of players would struggle to drag a pig’s bladder by any
        means possible to markers at either end of town. A royal ban Football
        became so violent in England it was banned by the king for more than 300
        years. English public schools are credited with subsequently
        establishing the modern football codes, thus turning the mob riot into a
        sport in the 16th century. Olympic history Football first appeared on
        the programme of the Games of the II Olympiad, Paris 1900. It has been
        on the programme of each edition of the Games ever since, with the
        exception of Los Angeles 1932. Europe dominated the competition until
        after 1992 in Barcelona, where Spain became the last European team to
        win a gold medal. Since the 1996 Olympic Games in Atlanta, African and
        South American teams have won all the gold medals. Also in 1996, women’s
        football was introduced into the Olympic programme. Three times, the USA
        has been on the highest step of the podium - in 1996, in 2004 in Athens
        and in 2008 in Beijing. But this team was beaten by the Norwegians in
        the final of the 2000 Games in Sydney.
      - "The Azores Islands - Portugal | Portugal.com Porto and the North Azores Consisting of nine islands, the Azores \_are divided into three groups: the eastern ( Sao Miguel and Santa\_Maria islands), the central ( Terceira , Graciosa , Sao Jorge ,\_ Pico and Faial islands), and the western ( Flores and Corvo \_islands). Apart from international airports of Santa Maria,\_Ponta Delgada and Angra do Heroismo, there are flights to the islands\_(operated by the regional airline TAP Air Portugal) and ferry boats\_between the islands. Even the blase visitor will be touched by the sapphire blue and emerald green lakes, fertile prairies, volcanic cones and craters, colorful hydrangeas and azaleas, 15th century churches, and majestic manor houses. This legendary land, consisting of nine poetically-named islands, enjoys year-round mild temperatures (between 14°C and 22°C–57°F and 71°F) and is a peaceful shelter with a population of 250000 inhabitants, for whom the words “stress” and “pollution” are unheard. There are many stories to tell of the archipelago’s beauty, of fishermen or shepherds, but among them there is one which was told by a holidaymaker. As a foreign couple was silently looking at the Caldeira das Sete Cidades when they were interrupted by their six-year-old son, who asked them: “Is this God’s home?” Sao Miguel Island The largest of all. In Ponta Delgada, the capital, the famous 18th century portals open up to a number of monuments that are worth visiting, most of them built between the 16th and the 18th century: Carlos Machado Museum and churches of Sao Sebastiao, Sao Pedro, Sao Jose, Colegio and Nossa Senhora da Conceicao; convent and chapel of Nossa Senhora da Esperanca and Santa Ana Chapel. Palaces: Fonte Bela and Santa Ana; Conceicao and Santa Catarina; Casa de Carlos Bicudo and the Pacos do Concelho. Other places to visit: Caldeira das Sete Cidades (green and blue lakes); Lagoa do Fogo; Ribeira Grande; Vale das Furnas (spas and hot mineral pools) and Vila Franca do Campo.\_ Terceira Island The historic centre of its capital, Angra do Heroismo, has been classified in UNESCO’s International Heritage list. Special reference to the forts of Sao Sebastiao and Sao Joao Baptista (16th-17th-centuries); the palaces of the Bettencourts (Baroque) and of the Capitaes-Generais; the Cathedral, with its silver altar front and treasure; the churches of Colegio dos Jesuitas, Sao Goncalo and Nossa Senhora da Conceicao (17th-century); the churches of Misericordia and Nossa Senhora da Guia (18th-century, the latter encloses the Angra Museum). Other points of interest: Praia da Vitoria, Santa Barbara, Sao Sebastiao and Vila Nova. Graciosa Island In Santa Cruz da Graciosa you will find ancient streets and manor-houses, a beautiful mother-church (16th-18th centuries), Santo Cristo Church (16th century), Cruz da Barra (Manueline) and Ethnographic House. In the Furna do Enxofre, dazzling sights and a vaulted cave over an underground lake (between 11am and 2pm the sunlight filters in). You must also visit Guadalupe and its Baroque church, Luz and Praia (typical windmills). Faial Island In Horta, a famous yacht harbor, look at the beautiful tiles and gilded carvings in the 17th and 18th century churches of Sao Salvador, Nossa Senhora do Carmo and Sao Francisco. To visit: Sacred Art Museum, Nossa Senhora das Angústias Church, Nossa Senhora do Pilar Chapel, Imperio dos Nobres and Porto Pim fortifications, Caldeira Natural Reserve, Capelinhos, grottoes and caves in Costa da Feteira and Monte da Guia belvedere. Pico Island Owes its name to the 7713 ft high volcanic cone. Special reference to Sao Roque do Pico, with its 18th century churches of Sao Roque and Sao Pedro de Alcântara; Lajes do Pico, with its Whale Museum; Madalena, with its Wine Museum and 17th-century church, and Areia Larga, with beautiful winery manor houses. Other places: Calheta de Nesquim, Candelaria, Criacao Velha, Piedade (forest preserve), Prainha do Norte, Santa Luzia, Santo Amaro, Sao Caetano, Sao Joao and Sao Mateus. Sao Jorge Island Velas, with its fishing port, is the main to"
model-index:
  - name: bge base trained on trivia anchor-positive
    results:
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: trivia anchor positive dev
          type: trivia-anchor-positive-dev
        metrics:
          - type: cosine_accuracy@1
            value: 0.672
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.842
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.877
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.914
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.672
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.2806666666666666
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.1754
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.09140000000000001
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.672
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.842
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.877
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.914
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.8005034750177896
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.7633531746031744
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.7661893184880814
            name: Cosine Map@100
          - type: dot_accuracy@1
            value: 0.672
            name: Dot Accuracy@1
          - type: dot_accuracy@3
            value: 0.842
            name: Dot Accuracy@3
          - type: dot_accuracy@5
            value: 0.877
            name: Dot Accuracy@5
          - type: dot_accuracy@10
            value: 0.914
            name: Dot Accuracy@10
          - type: dot_precision@1
            value: 0.672
            name: Dot Precision@1
          - type: dot_precision@3
            value: 0.2806666666666666
            name: Dot Precision@3
          - type: dot_precision@5
            value: 0.1754
            name: Dot Precision@5
          - type: dot_precision@10
            value: 0.09140000000000001
            name: Dot Precision@10
          - type: dot_recall@1
            value: 0.672
            name: Dot Recall@1
          - type: dot_recall@3
            value: 0.842
            name: Dot Recall@3
          - type: dot_recall@5
            value: 0.877
            name: Dot Recall@5
          - type: dot_recall@10
            value: 0.914
            name: Dot Recall@10
          - type: dot_ndcg@10
            value: 0.8005034750177896
            name: Dot Ndcg@10
          - type: dot_mrr@10
            value: 0.7633531746031744
            name: Dot Mrr@10
          - type: dot_map@100
            value: 0.7661893184880814
            name: Dot Map@100

bge base trained on trivia anchor-positive

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 tokens
  • Similarity Function: Cosine Similarity
  • Language: en
  • License: apache-2.0

Model Sources

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("SepKeyPro/bge-base-en-trivia-anchor-positive")
# Run inference
sentences = [
    'The Azores island group is administered by which country?',
    'The Azores Islands - Portugal | Portugal.com Porto and the North Azores Consisting of nine islands, the Azores \xa0are divided into three groups: the eastern ( Sao Miguel and Santa\xa0Maria islands), the central ( Terceira , Graciosa , Sao Jorge ,\xa0 Pico and Faial islands), and the western ( Flores and Corvo \xa0islands). Apart from international airports of Santa Maria,\xa0Ponta Delgada and Angra do Heroismo, there are flights to the islands\xa0(operated by the regional airline TAP Air Portugal) and ferry boats\xa0between the islands. Even the blase visitor will be touched by the sapphire blue and emerald green lakes, fertile prairies, volcanic cones and craters, colorful hydrangeas and azaleas, 15th century churches, and majestic manor houses. This legendary land, consisting of nine poetically-named islands, enjoys year-round mild temperatures (between 14°C and 22°C–57°F and 71°F) and is a peaceful shelter with a population of 250000 inhabitants, for whom the words “stress” and “pollution” are unheard. There are many stories to tell of the archipelago’s beauty, of fishermen or shepherds, but among them there is one which was told by a holidaymaker. As a foreign couple was silently looking at the Caldeira das Sete Cidades when they were interrupted by their six-year-old son, who asked them: “Is this God’s home?” Sao Miguel Island The largest of all. In Ponta Delgada, the capital, the famous 18th century portals open up to a number of monuments that are worth visiting, most of them built between the 16th and the 18th century: Carlos Machado Museum and churches of Sao Sebastiao, Sao Pedro, Sao Jose, Colegio and Nossa Senhora da Conceicao; convent and chapel of Nossa Senhora da Esperanca and Santa Ana Chapel. Palaces: Fonte Bela and Santa Ana; Conceicao and Santa Catarina; Casa de Carlos Bicudo and the Pacos do Concelho. Other places to visit: Caldeira das Sete Cidades (green and blue lakes); Lagoa do Fogo; Ribeira Grande; Vale das Furnas (spas and hot mineral pools) and Vila Franca do Campo.\xa0 Terceira Island The historic centre of its capital, Angra do Heroismo, has been classified in UNESCO’s International Heritage list. Special reference to the forts of Sao Sebastiao and Sao Joao Baptista (16th-17th-centuries); the palaces of the Bettencourts (Baroque) and of the Capitaes-Generais; the Cathedral, with its silver altar front and treasure; the churches of Colegio dos Jesuitas, Sao Goncalo and Nossa Senhora da Conceicao (17th-century); the churches of Misericordia and Nossa Senhora da Guia (18th-century, the latter encloses the Angra Museum). Other points of interest: Praia da Vitoria, Santa Barbara, Sao Sebastiao and Vila Nova. Graciosa Island In Santa Cruz da Graciosa you will find ancient streets and manor-houses, a beautiful mother-church (16th-18th centuries), Santo Cristo Church (16th century), Cruz da Barra (Manueline) and Ethnographic House. In the Furna do Enxofre, dazzling sights and a vaulted cave over an underground lake (between 11am and 2pm the sunlight filters in). You must also visit Guadalupe and its Baroque church, Luz and Praia (typical windmills). Faial Island In Horta, a famous yacht harbor, look at the beautiful tiles and gilded carvings in the 17th and 18th century churches of Sao Salvador, Nossa Senhora do Carmo and Sao Francisco. To visit: Sacred Art Museum, Nossa Senhora das Angústias Church, Nossa Senhora do Pilar Chapel, Imperio dos Nobres and Porto Pim fortifications, Caldeira Natural Reserve, Capelinhos, grottoes and caves in Costa da Feteira and Monte da Guia belvedere. Pico Island Owes its name to the 7713 ft high volcanic cone. Special reference to Sao Roque do Pico, with its 18th century churches of Sao Roque and Sao Pedro de Alcântara; Lajes do Pico, with its Whale Museum; Madalena, with its Wine Museum and 17th-century church, and Areia Larga, with beautiful winery manor houses. Other places: Calheta de Nesquim, Candelaria, Criacao Velha, Piedade (forest preserve), Prainha do Norte, Santa Luzia, Santo Amaro, Sao Caetano, Sao Joao and Sao Mateus. Sao Jorge Island Velas, with its fishing port, is the main to',
    'Football - Summer Olympic Sport Football Singapore 2010 adopts new sport formats 12 Aug 2010 Football has its roots in ancient China, while the modern version of the game began on the streets of medieval England before evolving into the most popular sport in the world. Medieval origins Modern football has its origins in the streets of medieval England. Neighbouring towns would play each other in games where a heaving mass of players would struggle to drag a pig’s bladder by any means possible to markers at either end of town. A royal ban Football became so violent in England it was banned by the king for more than 300 years. English public schools are credited with subsequently establishing the modern football codes, thus turning the mob riot into a sport in the 16th century. Olympic history Football first appeared on the programme of the Games of the II Olympiad, Paris 1900. It has been on the programme of each edition of the Games ever since, with the exception of Los Angeles 1932. Europe dominated the competition until after 1992 in Barcelona, where Spain became the last European team to win a gold medal. Since the 1996 Olympic Games in Atlanta, African and South American teams have won all the gold medals. Also in 1996, women’s football was introduced into the Olympic programme. Three times, the USA has been on the highest step of the podium - in 1996, in 2004 in Athens and in 2008 in Beijing. But this team was beaten by the Norwegians in the final of the 2000 Games in Sydney.',
]
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]

Evaluation

Metrics

Information Retrieval

Metric Value
cosine_accuracy@1 0.672
cosine_accuracy@3 0.842
cosine_accuracy@5 0.877
cosine_accuracy@10 0.914
cosine_precision@1 0.672
cosine_precision@3 0.2807
cosine_precision@5 0.1754
cosine_precision@10 0.0914
cosine_recall@1 0.672
cosine_recall@3 0.842
cosine_recall@5 0.877
cosine_recall@10 0.914
cosine_ndcg@10 0.8005
cosine_mrr@10 0.7634
cosine_map@100 0.7662
dot_accuracy@1 0.672
dot_accuracy@3 0.842
dot_accuracy@5 0.877
dot_accuracy@10 0.914
dot_precision@1 0.672
dot_precision@3 0.2807
dot_precision@5 0.1754
dot_precision@10 0.0914
dot_recall@1 0.672
dot_recall@3 0.842
dot_recall@5 0.877
dot_recall@10 0.914
dot_ndcg@10 0.8005
dot_mrr@10 0.7634
dot_map@100 0.7662

Training Details

Training Hyperparameters

Non-Default Hyperparameters

  • eval_strategy: epoch
  • per_device_train_batch_size: 16
  • per_device_eval_batch_size: 16
  • gradient_accumulation_steps: 4
  • learning_rate: 2e-05
  • num_train_epochs: 1
  • lr_scheduler_type: cosine
  • warmup_ratio: 0.1
  • bf16: True
  • tf32: True
  • optim: adamw_torch_fused
  • batch_sampler: no_duplicates

All Hyperparameters

Click to expand
  • overwrite_output_dir: False
  • do_predict: False
  • eval_strategy: epoch
  • 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: 4
  • eval_accumulation_steps: None
  • learning_rate: 2e-05
  • weight_decay: 0.0
  • adam_beta1: 0.9
  • adam_beta2: 0.999
  • adam_epsilon: 1e-08
  • max_grad_norm: 1.0
  • num_train_epochs: 1
  • max_steps: -1
  • lr_scheduler_type: cosine
  • lr_scheduler_kwargs: {}
  • warmup_ratio: 0.1
  • warmup_steps: 0
  • log_level: passive
  • log_level_replica: warning
  • log_on_each_node: True
  • logging_nan_inf_filter: True
  • save_safetensors: True
  • save_on_each_node: False
  • save_only_model: False
  • restore_callback_states_from_checkpoint: False
  • no_cuda: False
  • use_cpu: False
  • use_mps_device: False
  • seed: 42
  • data_seed: None
  • jit_mode_eval: False
  • use_ipex: False
  • bf16: True
  • fp16: False
  • fp16_opt_level: O1
  • half_precision_backend: auto
  • bf16_full_eval: False
  • fp16_full_eval: False
  • tf32: True
  • 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_fused
  • optim_args: None
  • adafactor: False
  • group_by_length: False
  • length_column_name: length
  • ddp_find_unused_parameters: None
  • ddp_bucket_cap_mb: None
  • ddp_broadcast_buffers: False
  • dataloader_pin_memory: True
  • dataloader_persistent_workers: False
  • skip_memory_metrics: True
  • use_legacy_prediction_loop: False
  • push_to_hub: False
  • resume_from_checkpoint: None
  • hub_model_id: None
  • hub_strategy: every_save
  • hub_private_repo: False
  • hub_always_push: False
  • gradient_checkpointing: False
  • gradient_checkpointing_kwargs: None
  • include_inputs_for_metrics: False
  • eval_do_concat_batches: True
  • fp16_backend: auto
  • push_to_hub_model_id: None
  • push_to_hub_organization: None
  • mp_parameters:
  • auto_find_batch_size: False
  • full_determinism: False
  • torchdynamo: None
  • ray_scope: last
  • ddp_timeout: 1800
  • torch_compile: False
  • torch_compile_backend: None
  • torch_compile_mode: None
  • dispatch_batches: None
  • split_batches: None
  • include_tokens_per_second: False
  • include_num_input_tokens_seen: False
  • neftune_noise_alpha: None
  • optim_target_modules: None
  • batch_eval_metrics: False
  • eval_on_start: False
  • batch_sampler: no_duplicates
  • multi_dataset_batch_sampler: proportional

Training Logs

Epoch Step Training Loss loss trivia-anchor-positive-dev_cosine_map@100
0 0 - - 0.7809
0.0710 10 0.1474 - -
0.1421 20 0.1112 - -
0.2131 30 0.0828 - -
0.2842 40 0.0767 - -
0.3552 50 0.0575 - -
0.4263 60 0.0614 - -
0.4973 70 0.0542 - -
0.5684 80 0.0566 - -
0.6394 90 0.068 - -
0.7105 100 0.072 - -
0.7815 110 0.0872 - -
0.8526 120 0.0654 - -
0.9236 130 0.0793 - -
0.9947 140 0.0563 - -
0.0710 10 0.0222 - -
0.1421 20 0.0096 - -
0.2131 30 0.0093 - -
0.2842 40 0.0106 - -
0.3552 50 0.0078 - -
0.4263 60 0.0099 - -
0.4973 70 0.01 - -
0.5684 80 0.0166 - -
0.6394 90 0.0272 - -
0.7105 100 0.041 - -
0.7815 110 0.0677 - -
0.8526 120 0.0539 - -
0.9236 130 0.074 - -
0.9947 140 0.0484 - 0.7792
0.0710 10 0.0028 - -
0.1421 20 0.0026 - -
0.2131 30 0.0021 - -
0.2842 40 0.0075 - -
0.3552 50 0.0021 - -
0.4263 60 0.0026 - -
0.4973 70 0.0028 - -
0.5684 80 0.004 - -
0.6394 90 0.006 - -
0.7105 100 0.0137 - -
0.7815 110 0.0449 - -
0.8526 120 0.0433 - -
0.9236 130 0.0693 - -
0.9947 140 0.0451 0.0405 0.7751
0.0710 10 0.0009 - -
0.1421 20 0.0022 - -
0.2131 30 0.0007 - -
0.2842 40 0.001 - -
0.3552 50 0.0009 - -
0.4263 60 0.0009 - -
0.4973 70 0.0011 - -
0.5684 80 0.0015 - -
0.6394 90 0.0019 - -
0.7105 100 0.0037 - -
0.7815 110 0.0229 - -
0.8526 120 0.0318 - -
0.9236 130 0.0661 - -
0.9947 140 0.0451 - 0.7662

Framework Versions

  • Python: 3.10.12
  • Sentence Transformers: 3.0.1
  • Transformers: 4.42.1
  • PyTorch: 2.3.0+cu121
  • Accelerate: 0.31.0
  • Datasets: 2.20.0
  • Tokenizers: 0.19.1

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",
}

MultipleNegativesRankingLoss

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