gpt2-QA / README.md
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language: en
datasets:
  - squad
tags:
  - text-generation
widget:
  - text: >-
      During the war, the Paris National Guard, particularly in the
      working-class neighbourhoods of Paris, had become highly politicised and
      units elected officers; many refused to wear uniforms or obey commands
      from the national government. National guard units tried to seize power in
      Paris on 31 October 1870 and 22 January 1871. On 18 March 1871, when the
      regular army tried to remove cannons from an artillery park on Montmartre,
      National Guard units resisted and killed two army generals. The national
      government and regular army forces retreated to Versailles and a
      revolutionary government was proclaimed in Paris. A Commune was elected,
      which was dominated by socialists, anarchists and revolutionaries. The red
      flag replaced the French tricolour and a civil war began between the
      Commune and the regular army, which attacked and recaptured Paris from
      21–28 May in La Semaine Sanglante (Bloody week). Q: What became highly
      politicised during the war? A:
  - text: >-
      The Prussian Army, under the terms of the armistice, held a brief victory
      parade in Paris on 17 February; the city was silent and draped with black
      and the Germans quickly withdrew. Bismarck honoured the armistice, by
      allowing train loads of food into Paris and withdrawing Prussian forces to
      the east of the city, prior to a full withdrawal once France agreed to pay
      a five billion franc war indemnity. At the same time, Prussian forces were
      concentrated in the provinces of Alsace and Lorraine. An exodus occurred
      from Paris as some 200,000 people, predominantly middle-class, went to the
      countryside. Q: France had to consent to pay how much in war indemnity? A:
  - text: >-
      On 1 September 1870, the battle opened with the Army of Châlons, with 202
      infantry battalions, 80 cavalry squadrons and 564 guns, attacking the
      surrounding Prussian Third and Meuse Armies totaling 222 infantry
      battalions, 186 cavalry squadrons and 774 guns. General De Wimpffen, the
      commander of the French V Corps in reserve, hoped to launch a combined
      infantry and cavalry attack against the Prussian XI Corps. But by 11:00,
      Prussian artillery took a toll on the French while more Prussian troops
      arrived on the battlefield. The French cavalry, commanded by General
      Marguerite, launched three desperate attacks on the nearby village of
      Floing where the Prussian XI Corps was concentrated. Marguerite was killed
      leading the very first charge and the two additional charges led to
      nothing but heavy losses. By the end of the day, with no hope of breaking
      out, Napoleon III called off the attacks. The French lost over 17,000 men,
      killed or wounded, with 21,000 captured. The Prussians reported their
      losses at 2,320 killed, 5,980 wounded and 700 captured or missing. By the
      next day, on 2 September, Napoleon III surrendered and was taken prisoner
      with 104,000 of his soldiers. It was an overwhelming victory for the
      Prussians, for they not only captured an entire French army, but the
      leader of France as well. The defeat of the French at Sedan had decided
      the war in Prussia's favour. One French army was now immobilised and
      besieged in the city of Metz, and no other forces stood on French ground
      to prevent a German invasion. Nevertheless, the war would continue. Q: On
      which date did the battle begin with the Army of Chalons attacking various
      Prussian divisions? A:
  - text: >-
      To relieve pressure from the expected German attack into Alsace-Lorraine,
      Napoleon III and the French high command planned a seaborne invasion of
      northern Germany as soon as war began. The French expected the invasion to
      divert German troops and to encourage Denmark to join in the war, with its
      50,000-strong army and the Royal Danish Navy. It was discovered that
      Prussia had recently built defences around the big North German ports,
      including coastal artillery batteries with Krupp heavy artillery, which
      with a range of 4,000 yards (3,700 m), had double the range of French
      naval guns. The French Navy lacked the heavy guns to engage the coastal
      defences and the topography of the Prussian coast made a seaborne invasion
      of northern Germany impossible. Q: What did the French navy lack in
      engaging coastal defenses? A:
  - text: >-
      Some types of residential elevators do not use a traditional elevator
      shaft, machine room, and elevator hoistway. This allows an elevator to be
      installed where a traditional elevator may not fit, and simplifies
      installation. The ASME board first approved machine-room-less systems in a
      revision of the ASME A17.1 in 2007. Machine-room-less elevators have been
      available commercially since the mid 1990s, however cost and overall size
      prevented their adoption to the residential elevator market until around
      2010. Q: What types of elevators occassionaly do not use a traditional
      elevator shaft, machine room or hoistway? A:
  - text: >-
      Past problems with hydraulic elevators include underground electrolytic
      destruction of the cylinder and bulkhead, pipe failures, and control
      failures. Single bulkhead cylinders, typically built prior to a 1972 ASME
      A17.1 Elevator Safety Code change requiring a second dished bulkhead, were
      subject to possible catastrophic failure. The code previously permitted
      only single-bottom hydraulic cylinders. In the event of a cylinder breach,
      the fluid loss results in uncontrolled down movement of the elevator. This
      creates two significant hazards: being subject to an impact at the bottom
      when the elevator stops suddenly and being in the entrance for a potential
      shear if the rider is partly in the elevator. Because it is impossible to
      verify the system at all times, the code requires periodic testing of the
      pressure capability. Another solution to protect against a cylinder
      blowout is to install a plunger gripping device. One commercially
      available is known by the marketing name 'LifeJacket'. This is a device
      which, in the event of an uncontrolled downward acceleration,
      nondestructively grips the plunger and stops the car. A device known as an
      overspeed or rupture valve is attached to the hydraulic inlet/outlet of
      the cylinder and is adjusted for a maximum flow rate. If a pipe or hose
      were to break (rupture), the flow rate of the rupture valve will surpass a
      set limit and mechanically stop the outlet flow of hydraulic fluid, thus
      stopping the plunger and the car in the down direction. Q: Before the code
      change was enacted what was the only permitted hydraulic cylinder type? A:
  - text: >-
      The first electric elevator was built by Werner von Siemens in 1880 in
      Germany. The inventor Anton Freissler developed the ideas of von Siemens
      and built up a successful enterprise in Austria-Hungary. The safety and
      speed of electric elevators were significantly enhanced by Frank Sprague
      who added floor control, automatic elevators, acceleration control of
      cars, and safeties. His elevator ran faster and with larger loads than
      hydraulic or steam elevators, and 584 electric elevators were installed
      before Sprague sold his company to the Otis Elevator Company in 1895.
      Sprague also developed the idea and technology for multiple elevators in a
      single shaft. Q: Who built the first electric elevator? A:
  - text: >-
      Once the elevator arrives at the floor, it will park with its doors open
      and the car buttons will be disabled to prevent a passenger from taking
      control of the elevator. Medical personnel must then activate the
      code-blue key switch inside the car, select their floor and close the
      doors with the door close button. The elevator will then travel non-stop
      to the selected floor, and will remain in code-blue service until switched
      off in the car. Some hospital elevators will feature a 'hold' position on
      the code-blue key switch (similar to fire service) which allows the
      elevator to remain at a floor locked out of service until code blue is
      deactivated. Q: Once it arrives what does the elevator do A:
  - text: >-
      Some skyscraper buildings and other types of installation feature a
      destination operating panel where a passenger registers their floor calls
      before entering the car. The system lets them know which car to wait for,
      instead of everyone boarding the next car. In this way, travel time is
      reduced as the elevator makes fewer stops for individual passengers, and
      the computer distributes adjacent stops to different cars in the bank.
      Although travel time is reduced, passenger waiting times may be longer as
      they will not necessarily be allocated the next car to depart. During the
      down peak period the benefit of destination control will be limited as
      passengers have a common destination. Q: What is the downside to a
      :destination operating panel'? A:
  - text: >-
      The final has never been contested by two teams from outside the top
      division and there have only been eight winners who weren't in the top
      flight: Notts County (1894); Tottenham Hotspur (1901); Wolverhampton
      Wanderers (1908); Barnsley (1912); West Bromwich Albion (1931); Sunderland
      (1973), Southampton (1976) and West Ham United (1980). With the exception
      of Tottenham, these clubs were all playing in the second tier (the old
      Second Division) - Tottenham were playing in the Southern League and were
      only elected to the Football League in 1908, meaning they are the only
      non-league winners of the FA Cup. Other than Tottenham's victory, only 24
      finalists have come from outside English football's top tier, with a
      record of 7 wins and 17 runners-up: and none at all from the third tier or
      lower, Southampton (1902) being the last finalist from outside the top two
      tiers. Q: What year did that take place?  A:
  - text: >-
      The competition is open to any club down to Level 10 of the English
      football league system which meets the eligibility criteria. All clubs in
      the top four levels (the Premier League and the three divisions of the
      Football League) are automatically eligible. Clubs in the next six levels
      (non-league football) are also eligible provided they have played in
      either the FA Cup, FA Trophy or FA Vase competitions in the previous
      season. Newly formed clubs, such as F.C. United of Manchester in 2005–06
      and also 2006–07, may not therefore play in the FA Cup in their first
      season. All clubs entering the competition must also have a suitable
      stadium. Q: Do I need a stadium to compete?  A:
  - text: >-
      Many[who?] expected BSkyB to make a bid to show some of the remaining FA
      Cup games for the remainder of the 2009–10 season which would include a
      semi-final and shared rights to the final. ESPN took over the package
      Setanta held for the FA Cup from the 2010–11 season. The 2011 final was
      also shown live on Sky 3D in addition to ESPN (who provided the 3D
      coverage for Sky 3D) and ITV. Following the sale of ESPN's UK and Ireland
      channels to BT, ESPN's rights package transferred to BT Sport from the
      2013–14 season. Q: What year did this take place?  A:
  - text: >-
      The final has never been contested by two teams from outside the top
      division and there have only been eight winners who weren't in the top
      flight: Notts County (1894); Tottenham Hotspur (1901); Wolverhampton
      Wanderers (1908); Barnsley (1912); West Bromwich Albion (1931); Sunderland
      (1973), Southampton (1976) and West Ham United (1980). With the exception
      of Tottenham, these clubs were all playing in the second tier (the old
      Second Division) - Tottenham were playing in the Southern League and were
      only elected to the Football League in 1908, meaning they are the only
      non-league winners of the FA Cup. Other than Tottenham's victory, only 24
      finalists have come from outside English football's top tier, with a
      record of 7 wins and 17 runners-up: and none at all from the third tier or
      lower, Southampton (1902) being the last finalist from outside the top two
      tiers. Q: Has the final been played by a two clubs outside of the top
      divisions?  A:
  - text: >-
      Chasetown, whilst playing at Level 8 of English football during the
      2007–08 competition, are the lowest-ranked team to play in the Third Round
      Proper (final 64, of 731 teams entered that season). Chasetown was then a
      member of the Southern League Division One Midlands (a lower level within
      the Southern Football League), when they lost to Football League
      Championship (Level 2) team Cardiff City, the eventual FA Cup runners-up
      that year. Their success earned the lowly organisation over £60,000 in
      prize money. Q: What FA cup season did this take place in?  A:
  - text: >-
      Antenna tuning generally refers to cancellation of any reactance seen at
      the antenna terminals, leaving only a resistive impedance which might or
      might not be exactly the desired impedance (that of the transmission
      line). Although an antenna may be designed to have a purely resistive
      feedpoint impedance (such as a dipole 97% of a half wavelength long) this
      might not be exactly true at the frequency that it is eventually used at.
      In some cases the physical length of the antenna can be 'trimmed' to
      obtain a pure resistance. On the other hand, the addition of a series
      inductance or parallel capacitance can be used to cancel a residual
      capacitative or inductive reactance, respectively. Q: What can be used to
      cancel a inductibe reactance or residual capacitative? A:
  - text: >-
      It is possible to use the impedance matching concepts to construct
      vertical antennas substantially shorter than the 1⁄4 wavelength at which
      the antenna is resonant. By adding an inductance in series with the
      antenna, a so-called loading coil, the capacitive reactance of this
      antenna can be cancelled leaving a pure resistance which can then be
      matched to the transmission line. Sometimes the resulting resonant
      frequency of such a system (antenna plus matching network) is described
      using the construct of electrical length and the use of a shorter antenna
      at a lower frequency than its resonant frequency is termed electrical
      lengthening. Q: For use with more than one channel changes are made to
      increase what property? A:
  - text: >-
      On the other hand, classical (analog) television transmissions are usually
      horizontally polarized, because in urban areas buildings can reflect the
      electromagnetic waves and create ghost images due to multipath
      propagation. Using horizontal polarization, ghosting is reduced because
      the amount of reflection of electromagnetic waves in the p polarization
      (horizontal polarization off the side of a building) is generally less
      than s (vertical, in this case) polarization. Vertically polarized analog
      television has nevertheless been used in some rural areas. In digital
      terrestrial television such reflections are less problematic, due to
      robustness of binary transmissions and error correction. Q: Buildings can
      create ghost images because of what? A:
  - text: >-
      The origin of the word antenna relative to wireless apparatus is
      attributed to Italian radio pioneer Guglielmo Marconi. In the summer of
      1895, Marconi began testing his wireless system outdoors on his father's
      estate near Bologna and soon began to experiment with long wire 'aerials'.
      Marconi discovered that by raising the 'aerial' wire above the ground and
      connecting the other side of his transmitter to ground, the transmission
      range was increased. Soon he was able to transmit signals over a hill, a
      distance of approximately 2.4 kilometres (1.5 mi). In Italian a tent pole
      is known as l'antenna centrale, and the pole with the wire was simply
      called l'antenna. Until then wireless radiating transmitting and receiving
      elements were known simply as aerials or terminals. Q: Who is most
      associated with the emergence of the word antenna? A:
  - text: >-
      The radiation pattern of an antenna is a plot of the relative field
      strength of the radio waves emitted by the antenna at different angles. It
      is typically represented by a three-dimensional graph, or polar plots of
      the horizontal and vertical cross sections. The pattern of an ideal
      isotropic antenna, which radiates equally in all directions, would look
      like a sphere. Many nondirectional antennas, such as monopoles and
      dipoles, emit equal power in all horizontal directions, with the power
      dropping off at higher and lower angles; this is called an omnidirectional
      pattern and when plotted looks like a torus or donut. Q: Dipoles are
      considered to be what antenna type? A:
  - text: >-
      The island was uninhabited when discovered by the Portuguese in 1502. One
      of the most remote islands in the world, it was for centuries an important
      stopover for ships sailing to Europe from Asia and South Africa. Napoleon
      was imprisoned there in exile by the British, as were Dinuzulu kaCetshwayo
      (for leading a Zulu army against British rule) and more than 5,000 Boers
      taken prisoner during the Second Boer War. Q: Why was Dinuzulu kaCetshwayo
      imprisoned on the island? A:
  - text: >-
      ADSL-broadband service is provided with maximum speeds of up to 1536
      KBit/s downstream and 512 KBit/s upstream offered on contract levels from
      lite £16 per month to gold+ at £190 per month. There are a few public WiFi
      hotspots in Jamestown, which are also being operated by SURE (formerly
      Cable & Wireless). Q: What is the gold price of the broadband service? A:
  - text: >-
      In 1657, Oliver Cromwell granted the English East India Company a charter
      to govern Saint Helena and the following year the company decided to
      fortify the island and colonise it with planters. The first governor,
      Captain John Dutton, arrived in 1659, making Saint Helena one of Britain's
      oldest colonies outside North America and the Caribbean. A fort and houses
      were built. After the Restoration of the English monarchy in 1660, the
      East India Company received a royal charter giving it the sole right to
      fortify and colonise the island. The fort was renamed James Fort and the
      town Jamestown, in honour of the Duke of York, later James II of England.
      Q: What year did the first governor arrive to Saint Helena? A:
  - text: >-
      One commentator has observed that, notwithstanding the high unemployment
      resulting from the loss of full passports during 1981–2002, the level of
      loyalty to the British monarchy by the St Helena population is probably
      not exceeded in any other part of the world. King George VI is the only
      reigning monarch to have visited the island. This was in 1947 when the
      King, accompanied by Queen Elizabeth (later the Queen Mother), Princess
      Elizabeth (later Queen Elizabeth II) and Princess Margaret were travelling
      to South Africa. Prince Philip arrived at St Helena in 1957 and then his
      son Prince Andrew visited as a member of the armed forces in 1984 and his
      sister the Princess Royal arrived in 2002. Q: Prince Andrews, son of
      Prince Phillip visited in what year? A:

GPT2 QA

Using GPT2 in other downstream NLP tasks like QA. The model was trained and evaluated on squad.

Dataset

Evaluation

The following table summarizes the scores obtained by the model.

Demo

Streamlit GPT2 QA

How to use

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