naqanet / README.md
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language: en
tags:
  - allennlp
  - question-answering
widget:
  - context: >-
      A reusable launch system (RLS, or reusable launch vehicle, RLV) is a
      launch system which is capable of launching a payload into space more than
      once. This contrasts with expendable launch systems, where each launch
      vehicle is launched once and then discarded. No completely reusable
      orbital launch system has ever been created. Two partially reusable launch
      systems were developed, the Space Shuttle and Falcon 9. The Space Shuttle
      was partially reusable: the orbiter (which included the Space Shuttle main
      engines and the Orbital Maneuvering System engines), and the two solid
      rocket boosters were reused after several months of refitting work for
      each launch. The external tank was discarded after each flight.
    text: How many partially reusable launch systems were developed?
    example_title: Reusable launch systems
  - context: >-
      Robotics is an interdisciplinary branch of engineering and science that
      includes mechanical engineering, electrical engineering, computer science,
      and others. Robotics deals with the design, construction, operation, and
      use of robots, as well as computer systems for their control, sensory
      feedback, and information processing. These technologies are used to
      develop machines that can substitute for humans. Robots can be used in any
      situation and for any purpose, but today many are used in dangerous
      environments (including bomb detection and de-activation), manufacturing
      processes, or where humans cannot survive. Robots can take on any form but
      some are made to resemble humans in appearance. This is said to help in
      the acceptance of a robot in certain replicative behaviors usually
      performed by people. Such robots attempt to replicate walking, lifting,
      speech, cognition, and basically anything a human can do.
    text: What do robots that resemble humans attempt to do?
    example_title: Robots
  - context: >-
      In the first quarter, the Bears drew first blood as kicker Robbie Gould
      nailed a 22-yard field goal for the only score of the period. In the
      second quarter, the Bears increased their lead with Gould nailing a
      42-yard field goal. They increased their lead with Cutler firing a 7-yard
      TD pass to tight end Greg Olsen. The Bears then closed out the first half
      with Gould's 41-yard field goal. In the third quarter, the Vikes started
      to rally with running back Adrian Peterson's 1-yard touchdown run (with
      the extra point attempt blocked). The Bears increased their lead over the
      Vikings with Cutler's 2-yard TD pass to tight end Desmond Clark. The
      Vikings then closed out the quarter with quarterback Brett Favre firing a
      6-yard TD pass to tight end Visanthe Shiancoe. An exciting fourth quarter
      ensued. The Vikings started out the quarter's scoring with kicker Ryan
      Longwell's 41-yard field goal, along with Adrian Peterson's second 1-yard
      TD run. The Bears then responded with Cutler firing a 20-yard TD pass to
      wide receiver Earl Bennett. The Vikings then completed the remarkable
      comeback with Favre finding wide receiver Sidney Rice on a 6-yard TD pass
      on 4th-and-goal with 15 seconds left in regulation. The Bears then took a
      knee to force overtime. In overtime, the Bears won the toss and marched
      down the field, stopping at the 35-yard line. However, the potential
      game-winning 45-yard field goal attempt by Gould went wide right, giving
      the Vikings a chance to win. After an exchange of punts, the Vikings had
      the ball at the 26-yard line with 11 minutes left in the period. On the
      first play of scrimmage, Favre fired a screen pass to Peterson who caught
      it and went 16 yards, before being confronted by Hunter Hillenmeyer, who
      caused Peterson to fumble the ball, which was then recovered by Bears'
      linebacker Nick Roach. The Bears then won on Jay Cutler's game-winning
      39-yard TD pass to wide receiver Devin Aromashodu. With the loss, not only
      did the Vikings fall to 11-4, they also surrendered homefield advantage to
      the Saints.
    text: Who threw the longest touchdown pass of the game?
    example_title: Argmax
  - context: >-
      Hoping to rebound from their loss to the Patriots, the Raiders stayed at
      home for a Week 16 duel with the Houston Texans.  Oakland would get the
      early lead in the first quarter as quarterback JaMarcus Russell completed
      a 20-yard touchdown pass to rookie wide receiver Chaz Schilens.  The
      Texans would respond with fullback Vonta Leach getting a 1-yard touchdown
      run, yet the Raiders would answer with kicker Sebastian Janikowski getting
      a 33-yard and a 30-yard field goal.  Houston would tie the game in the
      second quarter with kicker Kris Brown getting a 53-yard and a 24-yard
      field goal. Oakland would take the lead in the third quarter with wide
      receiver Johnnie Lee Higgins catching a 29-yard touchdown pass from
      Russell, followed up by an 80-yard punt return for a touchdown.  The
      Texans tried to rally in the fourth quarter as Brown nailed a 40-yard
      field goal, yet the Raiders' defense would shut down any possible attempt.
    text: How many yards was the longest passing touchdown?
    example_title: Max
  - context: >-
      In 1085, Guadalajara was retaken by the Christian forces of Alfonso VI .
      The chronicles say that the Christian army was led by Alvar Fanez de
      Minaya, one of the lieutenants of El Cid. From 1085 until the Battle of
      Las Navas de Tolosa in 1212, the city suffered wars against the Almoravid
      and the Almohad Empires. In spite of the wars, the Christian population
      could definitely settle down in the area thanks to the repopulation with
      people from the North  who received their first fuero in 1133 from Alfonso
      VII.In 1219, the king Fernando III gave a new fuero to the city .During
      the reign of Alfonso X of Castile, the protection of the king allowed the
      city to develop its economy by protecting merchants and allowing markets.
    text: >-
      How many years did the city suffer wars against Almoravid and the Almohad
      Empires?
    example_title: Arithmetic

An augmented version of QANet that adds rudimentary numerical reasoning ability, trained on DROP (Dua et al., 2019), as published in the original DROP paper. An augmented version of QANet model with some rudimentary numerical reasoning abilities. The main idea here is that instead of just predicting a passage span after doing all of the QANet modeling stuff, we add several different ‘answer abilities’: predicting a span from the question, predicting a count, or predicting an arithmetic expression. Near the end of the QANet model, we have a variable that predicts what kind of answer type we need, and each branch has separate modeling logic to predict that answer type. We then marginalize over all possible ways of getting to the right answer through each of these answer types.