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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
言語理解に向けた深層双方向Transformerの事前学習

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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

  1. 1. - - - :D - BE 0 : - G A A 5 , A 1 A A 2 1C D A 4 A G . 2 A C G ) ) ( D ,28 )
  2. 2. • - , 1 , - ) • m r ) Dei f c A A O O D( ) ( D n • • O p SQT • l t 2018/11/25 Journal Club sod 2 ba u SOTA (state-of-the-art) D
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  4. 4. • d • T • nb uB • tsb eB • T • i B • : F g t • R B i • ) )2 - f • (E- 2018/11/25 Journal Club r a 4 I played tennis. -> <S> I play ed tennis . </S>
  5. 5. • Ei s : eM • ( )) ) • n T ( ( l u b L a m • i d S : g 2018/11/25 Journal Club of 5 https://kamujun.hatenablog.com/entry/2018/07/06/173931 <S> I play ed tennis . </S> target target n n target r
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  11. 11. • TG I • A E • • O e M 2018/11/26 Journal Club L 11 I see a little silhouetto of a man 3-gram [ P , 2016]
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  15. 15. • F - + B • E S • 2018/11/27 Journal Club TR 15
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  17. 17. 2018/11/27 Journal Club 17 • • 8 https://twitter.com/_Ryobot/status/1050925881894400000 MNLI match : / / [Premise] At the other end of Pennsylvania Avenue, people began to line up for a White House tour. [Hypothesis] People formed a line at the end of Pennsylvania Avenue. CoLA : Books were sent to each other by the students.
  18. 18. • A • • 8B / 2018/11/27 Journal Club E 18
  19. 19. • 2018/11/27 Journal Club 19 The Amazon rainforest (Portuguese: Floresta Amazônica or Amazônia; Spanish: Selva Amazónica, Amazonía or usually Amazonia; French: Forêt amazonienne; Dutch: Amazoneregenwoud), also known in English as Amazonia or the Amazon Jungle, is a moist broadleaf forest that covers most of the Amazon basin of South America. This basin encompasses 7,000,000 square kilometres (2,700,000 sq mi), of which 5,500,000 square kilometres (2,100,000 sq mi) are covered by the rainforest. This region includes territory belonging to nine nations. The majority of the forest is contained within Brazil, with 60% of the rainforest, followed by Peru with 13%, Colombia with 10%, and with minor amounts in Venezuela, Ecuador, Bolivia, Guyana, Suriname and French Guiana. States or departments in four nations contain "Amazonas" in their names. The Amazon represents over half of the planet's remaining rainforests, and comprises the largest and most biodiverse tract of tropical rainforest in the world, with an estimated 390 billion individual trees divided into 16,000 species. Which name is also used to describe the Amazon rainforest in English?
  20. 20. • • ia O a ) • ( ( nl 2018/11/27 Journal Club e S 20 EM: exact match ia F1 T , Q m b A, O https://ai.googleblog.com/2018/11/open-sourcing-bert- state-of-art-pre.html
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  22. 22. • , • a • • 2018/11/27 Journal Club 22 . A girl is going across a set of monkey bars. She (a) jumps up across the monkey bars. (b) struggles onto the bars to grab her head. (c) gets to the end and stands on a wooden plank. (d) jumps up and does a back flip.
  23. 23. • &, & R Q • S g f • , B EP 2 Q • E E h • S NM L e hA D B T: : 2018/11/25 Journal Club 23
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