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自然言語処理を使って”賢い”人工知能を作る

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慶應義塾大学SFC「現代技術と社会」でのゲストレクチャーの資料です。

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自然言語処理を使って”賢い”人工知能を作る

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 21 The Distributional Hypothesis is that words that occur in the 
 same contexts tend to have similar meanings (Harris, 1954)
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  21. 21. ‣ 23 https://rajpurkar.github.io/SQuAD-explorer/
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  28. 28. 31 https://stanbol.apache.org/docs/trunk/enhancementusage.html
  29. 29. 32 /wiki/Frozen_(2013_film) New Frozen Boutique to Open at Disney's Hollywood Studios /wiki/
 The_Walt_Disney_Company /wiki/
 Disney’s_Hollywood_Studios ‣ ✦ ✦
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  31. 31. ‣ ‣ ‣ ‣ 34 With%the%assistence%of%his%chief%minister,%the%Duc%de%Sully,%he%lowered% taxes%on%peasantry,%promoted%economic%recovery,%and%ins:tuted%a%tax%on% the%Paule<e.%Victor%at%Ivry%and%Arquet,%he%was%excluded%from%succession% by%the%Treaty%of%Nemours,%but%won%a%great%victory%at%Coutras. Henry%IV%of%France
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 Seven unnamed states were created in this country as part of its new September 2015 constitution. 
 
 Also in 2015, protestors blockaded this country’s southern border after it was struck by a 7.8 magnitude earthquake. 
 In 2008, its communist party won a pivotal election, after which a three day holiday was declared to celebrate the abolition of its monarchy. 
 
 Sentiment towards its royal family was understandably low after one of its members killed nine of his family members in 2001. 
 For 10 points, name this Asian country with capital Kathmandu.
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 This scientist names a constant that is equal to Loschmidt’s Constant times “RT over P” and is equal to the Faraday constant over the elementary charge. 
 A project named for this scientist is seeking to define the kilogram using a sphere of silicon. 
 His namesake law states that, holding temperature and pressure constant, equal volumes of gases have an equal number of molecules. 
 For 10 points, name this Italian chemist who also names the number of molecules in a mole of a gas, equal to 6.022 times ten to the twenty-third power. 

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 38 Neural Quiz Solver Neural Type Predictor Information Retrieval Models Answer Scorer (GBRT) Neural network models
  36. 36. 39 Neural Quiz Solver Neural Type Predictor Information Retrieval Models ‣ 
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  37. 37. Words Entities Sum Average The protagonist of … Protagonist Novel Author … … Answers Franz Kafka Tokyo Calcium Dot Softmax ‣ ‣ 
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 40 The protagonist of a novel by this author is evicted from the Bridge Inn and is talked into becoming a school janitor…
  38. 38. ‣ ‣ This scientist names a constant that is equal to Loschmidt’s Constant times “RT over P” and is equal to the Faraday constant over the elementary charge. Wikipedia: Elementary_chargeWikipedia: Faraday_constant Wikipedia: Loschmidt_constant
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  40. 40. ‣ ‣ 43 The, protagonist, of, a, novel… Neural Type Predictor (CNN) Words Person, Author
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  42. 42. ‣ 45 Neural Quiz Solver Neural Type Predictor Information Retrieval Models Answer Scorer (GBRT) Neural network models
  43. 43. ‣ ‣ ✦ ✦ 46 AI間の対戦でのシステムのスコア クイズエクスパートとの対戦の様子
  44. 44. 質問 回答 クラス1 クラス2 ‣ ‣ ‣ 47
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