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Table 9: 
Example outputs of different systems are compared, including S2S, GraphLSTM, and Graph Transformer.
AMR: (h / have-condition-91 
    :ARG1 (w / work-01 
      :ARG0 (y / you) 
      :ARG1-of (h2 / hard-02)) 
    :ARG2 (w2 / want-01 
      :ARG0 y 
      :ARG2 (o / out) 
      :mod (r / really))) 
 
Ref: Work hard if you really want out. 
S2S: If you really want to want out you are hard. 
GraphLSTM: If you really want out, you really work. 
Graph Transformer: If you really want out, then you ’ll work hard. 
 
AMR: (a / and 
    :op1 (s / stand-11 
      :ARG0 (c / criminal-organization :wiki \Taliban” 
        :name (n / name :op1 \Taliban”)) 
      :ARG1 (p / passive) 
      :ARG2 (c2 / cultivate-01) 
      :time (y / year 
        :mod (t2 / this))) 
    :op2 (p2 / pressure-01 
      :ARG0 c 
      :ARG1 (p5 / person 
        :mod (c3 / country :wiki \Afghanistan” 
          :name (n2 / name :op1 \Afghanistan”)) 
        :ARG0-of (f / farm-01)) 
      :ARG2 (p3 / plant-01 
        :ARG0 p5 
        :ARG1 (p4 / poppy 
          :mod (o / opium))) 
      :degree (l / less))) 
 
Ref: The Taliban this year are taking a passive stance toward cultivation and putting less pressure on Afghan farmers to plant opium poppy. 
S2S: the Taliban will take away with cultivation of cultivate this year and pressure on Afghan farmers less with opium poppy in them. 
GraphLSTM: The Taliban has been standing in the cultivation this year and less pressure from the Afghan farmers to plant opium poppies. 
Graph Transformer: The Taliban has stood passive in cultivation this year and has less pressured Afghan farmers to plant opium poppies. 
 
AMR: (p / participate-01 
    :ARG0 (p2 / person :quant 40 
      :ARG1-of (e / employ-01 
        :ARG0 (c / company 
          :mod (o / oil) 
          :mod (s / state))) 
      :accompanier (s2 / soldier :quant 1200)) 
    :ARG1 (e2 / exercise 
      :ARG1-of (r / resemble-01)) 
    :time (d / date-entity :year 2005 :month 6)) 
Ref: 40 employees of the state oil company participated in a similar exercise with 1200 soldiers in 050600. 
S2S: in June 2005 40 people’s state company with 1200 soldiers were part of a similar exercise. 
GraphLSTM: 40 state of oil companies using 1200 soldiers have participated in similar exercises in 6. 
Graph Transformer: In June 2005 40 oil companies have participated in similar exercises with 1200 soldiers. 
AMR: (h / have-condition-91 
    :ARG1 (w / work-01 
      :ARG0 (y / you) 
      :ARG1-of (h2 / hard-02)) 
    :ARG2 (w2 / want-01 
      :ARG0 y 
      :ARG2 (o / out) 
      :mod (r / really))) 
 
Ref: Work hard if you really want out. 
S2S: If you really want to want out you are hard. 
GraphLSTM: If you really want out, you really work. 
Graph Transformer: If you really want out, then you ’ll work hard. 
 
AMR: (a / and 
    :op1 (s / stand-11 
      :ARG0 (c / criminal-organization :wiki \Taliban” 
        :name (n / name :op1 \Taliban”)) 
      :ARG1 (p / passive) 
      :ARG2 (c2 / cultivate-01) 
      :time (y / year 
        :mod (t2 / this))) 
    :op2 (p2 / pressure-01 
      :ARG0 c 
      :ARG1 (p5 / person 
        :mod (c3 / country :wiki \Afghanistan” 
          :name (n2 / name :op1 \Afghanistan”)) 
        :ARG0-of (f / farm-01)) 
      :ARG2 (p3 / plant-01 
        :ARG0 p5 
        :ARG1 (p4 / poppy 
          :mod (o / opium))) 
      :degree (l / less))) 
 
Ref: The Taliban this year are taking a passive stance toward cultivation and putting less pressure on Afghan farmers to plant opium poppy. 
S2S: the Taliban will take away with cultivation of cultivate this year and pressure on Afghan farmers less with opium poppy in them. 
GraphLSTM: The Taliban has been standing in the cultivation this year and less pressure from the Afghan farmers to plant opium poppies. 
Graph Transformer: The Taliban has stood passive in cultivation this year and has less pressured Afghan farmers to plant opium poppies. 
 
AMR: (p / participate-01 
    :ARG0 (p2 / person :quant 40 
      :ARG1-of (e / employ-01 
        :ARG0 (c / company 
          :mod (o / oil) 
          :mod (s / state))) 
      :accompanier (s2 / soldier :quant 1200)) 
    :ARG1 (e2 / exercise 
      :ARG1-of (r / resemble-01)) 
    :time (d / date-entity :year 2005 :month 6)) 
Ref: 40 employees of the state oil company participated in a similar exercise with 1200 soldiers in 050600. 
S2S: in June 2005 40 people’s state company with 1200 soldiers were part of a similar exercise. 
GraphLSTM: 40 state of oil companies using 1200 soldiers have participated in similar exercises in 6. 
Graph Transformer: In June 2005 40 oil companies have participated in similar exercises with 1200 soldiers. 
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