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Reload editor introductory manual

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M
Miguel Gil Beltrán

The document discusses a new approach for summarizing long documents in 3 sentences or less. It begins by outlining the challenges of existing summary techniques. Then, it introduces a novel method that identifies the most important concepts and relationships in a document to create an abstractive summary. The summary focuses on the key ideas and connects them concisely while maintaining coherence. Evaluation shows the new technique generates summaries that are more concise and informative than other methods.

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& ! . $ " ! " ! (> 22 ," " ! ! + * $ +$ ( " % ' , ( > ! ! ( " $ 2" ! 2 ! + 2 ! >% ,8 >D 2O # 8 +N 2 , 2 " $ 1 ! 9+ + > ( $9+ +9 $9+93 2 2 , ! + > 2 ," ! ! , ( = 2 + " " $ $ " ! " ! + ! ( ! "$ 2 $ 21 " 3 $ " + ,8 ># $ M # $ ( *+ ! " > +*" !! *+ # $ ! " 2 $ +N $ 2 ! 2 2 >2 2 $ # $9+ + + © (
& " # H ! > # $9+ + % ' , ( ( $9+9+- ! 12 #% $9+ 3+ @ 2 $ > $ ( 2 ! " 2 0 " = ( " ( ( > " ( 2 ! +8 > 2 ( " ! , ( > # ! ( ! " = $ " ! ( " " " " ( P" )O ! $ ( ! ( " 1 +(+ ( 2 ( $ ( 3 " 1 "" 3" ( $ ( • 2 " ! " ! ! " 2 $ " ! 0 " ! + •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© ( -
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& . $ # ! 2 $ (" % ' , ( 2 + ! $ " , ( * " 2 G ( , " 2 + * ( & ( $ ' ! (! # #% % ' , ( $ ( (! " + $- : 9+- ! ! $ ( !! ( ( $ ! ! !! +N ! ' ( "" ( > " * ! &# J@ + ' ! ) 2 ! ! "+ ! " ( ! 1 ( 3 2 ,! ! ! ( " ( " " + . 2 $ ! ! ( 2 + 8 2 " , 2 ! ! ! B C+ $% ! " 2! $9+9 ! ! ( #% 9+ , ( + #% 1 # % ! 3 $ #% ' , ( ( ! # %' #% $9+ , ( $ " > ! 2 " !! • #% , ( ! 2 G , ( (( ( , ( + • , * ! ! > (, 2 % ' , ( ! " " ! + • #% , ( 4 * " 2 $ ! " 2 , ( $ + !$ " ' 0 * " 2 " " ! " # # 2 #% $9+ ! ! + * ( & #% ' , ( ! 2 G B C ! ! > ( ! ! $ $ ( " # " #+ % ! * 1 # " ! 2 , ( G " ! $ " ! 2 " , > ( < " " ! " 2 , ! 2 ( ! $ #% , ( + © ( 4
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& * $ " 2 #% $9+ !! ! " # %' $9+9+- $ ! 2 ( " # " 1 # 3+ * !$ " ! 2 > # " ! ! 2 ( ( ! + ! " + . > " ! "2 " $ " ! ! 2 "+ ! " ( (" + " 9 " ? " 1 3 #2 " "! + 8 " 2 " " >! ( " 2 94 " + " " ! ! B" * " 2 C * + $ 2 !! • * > " ( > • * >" ( > • % > " ( > • % >" ( + "" " 2 ! " # " + " 2 " 1 2 9 32 " $ ! " ! "+ " , ( + ! " 2 2 © ( ;
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& 2 " 2 (( ( =" ! % ' , ( 2 =" ! 2 2 " % ' , ( + ( 0 $ 1!" 2 ,3 (( ( 2 =" ! + (( ( (% ' , ( $ © ( -
& " * 2 , !! $ =" ! $ ( " " 1 $ 2 3 = 0 ! 1! ( 0 ! 2 2 " , 0 3+ & " 2 $ > " (" + ! 2 , (2 =" ! " " * 2 , (2 " % ' , ( " ( ( $ " 2 ! # %' " 2 $ " 2 (( ( +# H 2 + ! (2 (( ( (( ( + ( = , ( =" ! 2 $ " " 2 (( ( +++ % , ( (( ( M2 ( *2 2 , 2 $ (( ( + > $ ! > ( " ! ! +. > 2% ' , ( + © ( -9

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Reload editor introductory manual

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  • 10. & % & 1 ! " # " , 3+ H ! > 2 ! +. 2 2% ' , ( > % , 8 > D 2> O #% ' , ( + ( * , ! ! % ' , ( +D $( -6 .6 .1#> ,# + B# 8 C2 2 2 ( ! # %' " + & $ ! 1 ( ! ( ( $ " 3 " " # %' 9+9+- # 9+ + 22 2 2 % ' , ( = .1# 1 , ! " ! " 3 ! " 2 ( • !! ! 1 $ 23> • ! % ' , ( 1 " ! $ 23> • ! " $ " 1 $ 23 + © ( 9
  • 11. & ( % ' , ( > " " ! • " " 9" = " ! ! % ' , ( >2 ! " 2 +1 " " " ! +*" " > ! " ! $ % ' , ( 3+ ! > ! " ! 1 ! ! " ! ! !! $ "" # %' H ' / 3+ • " .:; . 9 = ! , ( (F # " " + • " " :; . . 9 = ! " F # " " + • " :9" 9 = ! F # " " + " " % ' , ( > ! 2 >2 " " > > =2 2 " + ( = , ! " ! ! + ( = , , % ( " + # " $ ! + ( = , ( " , # " : + # " $ $ ! ! ! 2 2+ ( 2 $ " >2 $ ! ! " ! " 2 2 ! " ( # ! $+9+ + " ! 2 , " 2 2+ " $ 2 " " ! +*" ! ( , ( $ 2! + 2 2 ! " ! ! +% , # $ ! + © ( 99
  • 12. & * % ' , ( >2 " ! " " + " > , 1 .1#3 ' +8 " 8 > " > " ' +++ ( " 8 ( + $ > , + D $( " 1 -6 .6 < 6=+ # ! > ( + % , I 8 I + 2 " ! + ! " ( > + % , +% ,N ! , $ 2 ! 1 +(+ ( I 2 " $ ! " ! 3+ ! " 2 $ 2 ! ! 2 , +N ( + " ! > 2 ! ( " ( + N 2 , " 2 2 © ( 9
  • 13. & * % ' , ( ! " ( ! +H ! %' 2 ( > 2 $ + # ( < " ! $ 2 ( = ,+ 8 " * $ " > ,I ( < I # 2 ( < > " ! 2 , > $ *+ N > , ( 2> 2 $ B C! ( ( < + N 2 , " 2 2+ !* # 8 >2 " % ' , ( +H >2 ! % ' , ( ( " ( + ( " ( (" 1 > "> ( = ,> "3 ! I ( I ! " " ! + © ( 9-
  • 14. & $ ( 2 2 ! ( + N • ( 8 8 ! " " " ! • ( 8 8 ! " " " " ! • ( 8 ! " " ( < " ! • ( " ! " " " ! • ( ! " , ! 23 4 $ $ # # 2 ! " " ! +N 2 + " 1 ( I $ 3+ ( ! BC C ( ! " ! ! + 2 " >2 +. ( < 2 " $ " ( " ! ! C P O (+ D B C ( < " > ! 1 C 3 + % ( B C ( < + I 2 ( ! > ! 2 ( "> 2 $ " B $ & C B $ C ( + ! * 2 ! 1 3 ( 2 ! ( ! " ' 2 ( ( < " " 1 " $ 3+ N ! " ( < = , + 2 C ! > ! "2 % ' , ( + $ ! ( > 2 , " 2 2+ © ( 9
  • 15. & © ( 94
  • 16. & , "* ( & " ( < > $ 2 % ' , ( 2 2 + % , I' $ 2 % ' , ( I " > , " " : 2 " + 2 2 " + 2 > =! " ( 2 > ! " $ " $( > ! ! " 2 !% ' , ( $ ! > ( 2 " ! " ! ! ( < + ! " > " ! " + ( ! > 2 2 2 , ( +B $C B *C 2 $( ( 0 + ! > $ ( < 2 >2 C , ( < + % , ( ! , 2 ( " ! " + * 2 " 2 ! " ( < " +# ! + N $ 2 % ' , ( " 2 2+ © ( 95
  • 17. & * ( & % ' , ( 2! ! > 2 " 2 , ( ! ! * +8 >2 • " ( < I# "" ' I 1# ( < 2 2 "+3 • ( ! 2 !! = ! ( ! $ ( + 1& I $ & I I $ I ( > • " " " " " (! > 2 +3 . $ 2 ( 1 2 ! $ 2! ! " 3> % ' , ( $ 2 2 , 2 " ! ! + N $ 2 % ' , ( " 2 2+ ! 2 > " 2 ! ( < 1 " 3 $ 2 ! $ 2 % ' , ( ( < ) " $ + © ( 9;
  • 18. & $ $ - # ! >2 $ $ " ! + 2 " " * " ( < + ( < ! $ 1 3 " " + ( < " $ $ ! " ( " + ( ( < " + ( , ( < " ,B ( < C+ 2 " ! 2 ( < * + % 2 ( < (( ( $ ! " ! +N " $ " " 1 ! 3 $ " (! + . " ( < " > ! ! + ! ! ! ! ( < " ! " ! + ! ! ( < > ( < " > ( < ! " = 2 + . " ( < % ' , ( > % ' $ 2 2 = 2 " ! $( ! " + = 2 * 2 ( < " + ! 2 ( % ' , ( " " ( < !! 2 + 2 2 ( < G B' " C 2 B# "" ' C ( < + © ( 96
  •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© ( 97
  •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• 8 ( ! "8 " : 2 " + • D * " > +(+ )8 " > ( = , % + • # " ( ( = ,= " (' + • & ( 2"" = + ! ( , 8 " : 2> ! " 2 2 > ! " 2 # $ + " ! " 2 2 " + ! (> " ! "1 : 23 " , , 2 2+ © (
  • 21. & . * ( & ( % ' , ( 1 3 2 " $ >2 $ < + # $ ( % ' , ( " = # $ > # $ ! " 8 " + N $ 2 " ! ( 2 " " ! +*" ! ' > , $ 2! + N 2 " > (2 " + # $ ( L % ' , ( " +% , IL % , ( I 1 IL % ' , ( I! " 8 + ( > ! " 1 ( * = +< 3 = 1 $ $ 3 $ + & . 2 * $( + 8 ! 2 . L + N ! $ + . * ( & N $ ! , ( ( B# $ MC ! " + " "( 2 ! 2 , ( 2 " > 2 $ !! & 0 ! ! B ! C + © ( 9
  • 22. & ! . $ " ! " ! (> 22 ," " ! ! + * $ +$ ( " % ' , ( > ! ! ( " $ 2" ! 2 ! + 2 ! >% ,8 >D 2O # 8 +N 2 , 2 " $ 1 ! 9+ + > ( $9+ +9 $9+93 2 2 , ! + > 2 ," ! ! , ( = 2 + " " $ $ " ! " ! + ! ( ! "$ 2 $ 21 " 3 $ " + ,8 ># $ M # $ ( *+ ! " > +*" !! *+ # $ ! " 2 $ +N $ 2 ! 2 2 >2 2 $ # $9+ + + © (
  • 23. & " # H ! > # $9+ + % ' , ( ( $9+9+- ! 12 #% $9+ 3+ @ 2 $ > $ ( 2 ! " 2 0 " = ( " ( ( > " ( 2 ! +8 > 2 ( " ! , ( > # ! ( ! " = $ " ! ( " " " " ( P" )O ! $ ( ! ( " 1 +(+ ( 2 ( $ ( 3 " 1 "" 3" ( $ ( • 2 " ! " ! ! " 2 $ " ! 0 " ! + •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© ( -
  •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© (
  • 25. & . $ # ! 2 $ (" % ' , ( 2 + ! $ " , ( * " 2 G ( , " 2 + * ( & ( $ ' ! (! # #% % ' , ( $ ( (! " + $- : 9+- ! ! $ ( !! ( ( $ ! ! !! +N ! ' ( "" ( > " * ! &# J@ + ' ! ) 2 ! ! "+ ! " ( ! 1 ( 3 2 ,! ! ! ( " ( " " + . 2 $ ! ! ( 2 + 8 2 " , 2 ! ! ! B C+ $% ! " 2! $9+9 ! ! ( #% 9+ , ( + #% 1 # % ! 3 $ #% ' , ( ( ! # %' #% $9+ , ( $ " > ! 2 " !! • #% , ( ! 2 G , ( (( ( , ( + • , * ! ! > (, 2 % ' , ( ! " " ! + • #% , ( 4 * " 2 $ ! " 2 , ( $ + !$ " ' 0 * " 2 " " ! " # # 2 #% $9+ ! ! + * ( & #% ' , ( ! 2 G B C ! ! > ( ! ! $ $ ( " # " #+ % ! * 1 # " ! 2 , ( G " ! $ " ! 2 " , > ( < " " ! " 2 , ! 2 ( ! $ #% , ( + © ( 4
  • 26. & % ! ## # * 1 # " " *> ( < " $ 2 + #% % (( ( ' , ( " #% ' , ( > " , ! * " ! #% $9+ ! 1 23+ * #% * $ # ! > 1 $ (> 2 " ( #% $ 3 " ! ! + !! 2 #% # #% , ! * % ' , ( + ! ( #% $9+ , ( 2 " , ! * " > " " + • ( , ! 2 , • ( , " , # " G 2 =! 2 #% • ( , " , # " : G 2 =! 2 9+ • ( , " , GN & ! " ! * $ +N ! " , " ! $ F + © ( 5
  • 27. & * $ " 2 #% $9+ !! ! " # %' $9+9+- $ ! 2 ( " # " 1 # 3+ * !$ " ! 2 > # " ! ! 2 ( ( ! + ! " + . > " ! "2 " $ " ! ! 2 "+ ! " ( (" + " 9 " ? " 1 3 #2 " "! + 8 " 2 " " >! ( " 2 94 " + " " ! ! B" * " 2 C * + $ 2 !! • * > " ( > • * >" ( > • % > " ( > • % >" ( + "" " 2 ! " # " + " 2 " 1 2 9 32 " $ ! " ! "+ " , ( + ! " 2 2 © ( ;
  • 28. & " #% ! " > ( ! " " ( ( + ( ! ! " 2 * > ! #% " + * " 2 2 © ( 6
  •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© ( 7
  • 30. & 2 " 2 (( ( =" ! % ' , ( 2 =" ! 2 2 " % ' , ( + ( 0 $ 1!" 2 ,3 (( ( 2 =" ! + (( ( (% ' , ( $ © ( -
  • 31. & " * 2 , !! $ =" ! $ ( " " 1 $ 2 3 = 0 ! 1! ( 0 ! 2 2 " , 0 3+ & " 2 $ > " (" + ! 2 , (2 =" ! " " * 2 , (2 " % ' , ( " ( ( $ " 2 ! # %' " 2 $ " 2 (( ( +# H 2 + ! (2 (( ( (( ( + ( = , ( =" ! 2 $ " " 2 (( ( +++ % , ( (( ( M2 ( *2 2 , 2 $ (( ( + > $ ! > ( " ! ! +. > 2% ' , ( + © ( -9