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Table 1

Existing structured data-to-text systems WebNLGModel is a system trained on WebNLG training data (Gardent et al. 2017), and WikiBioModel is a system trained on WikiBio training data (Lebret, Grangier, and Auli 2016). As expected, the performance of both these models are good only on the data set they are trained on, showing a lack of adaptability across domains.

WikiBio Test data
Input	Title : Thomas Tenison
	Birth Date: 29 September 1636
	Birth Place : Cottenham , Cambridgeshire , England
	Death Date : 14 december 1715
	Death Place : London , England
	Archbishop of: Archbishop of Canterbury
	Enthroned: 1695
	Ended : 14 December 1715
	Predecessor : John Tillotson
	Successor : William Wake

Reference:	Thomas Tenison (29 September 1636 - 14 December 1715) was an English church leader, Archbishop of Canterbury from 1694 until his death.
WebNLG Model:	thomas , england and england are the main ingredients of thomas of archbishop , which is a member of the title of the thomas of archbishop . The birth date of the country is thomas.
WikiBio Model:	thomas tenison (29 september 1636 - 14 december 1715) was archbishop of canterbury from 1695 to 1715.

WebNLG Test data
Input	Bacon Explosion , country , United States
	United States , leader name , Barack Obama
	United States , ethnic group , White Americans

Reference:	Bacon Explosion comes from the United States where Barack Obama is the leader and white Americans are an ethnic group.
WebNLG Model:	The Bacon Explosion comes from the United States where Barack Obama is the leader and White Americans are one of the ethnic groups.
WikiBio Model:	bacon explosion is a united states competitive american former competitive men ’s national team. united states (born october 16 , 1951) is a retired united states district judge for the united states district court for the united states district court for the united states district court for the united states district court for the united states district court for the united states district court for the united states district court for the united states district court for the united states district court for the united states district court for the united states united states (born october 16 , 1949) is an american former white executive.

WikiBio Test data
Input	Title : Thomas Tenison
	Birth Date: 29 September 1636
	Birth Place : Cottenham , Cambridgeshire , England
	Death Date : 14 december 1715
	Death Place : London , England
	Archbishop of: Archbishop of Canterbury
	Enthroned: 1695
	Ended : 14 December 1715
	Predecessor : John Tillotson
	Successor : William Wake

Reference:	Thomas Tenison (29 September 1636 - 14 December 1715) was an English church leader, Archbishop of Canterbury from 1694 until his death.
WebNLG Model:	thomas , england and england are the main ingredients of thomas of archbishop , which is a member of the title of the thomas of archbishop . The birth date of the country is thomas.
WikiBio Model:	thomas tenison (29 september 1636 - 14 december 1715) was archbishop of canterbury from 1695 to 1715.

WebNLG Test data
Input	Bacon Explosion , country , United States
	United States , leader name , Barack Obama
	United States , ethnic group , White Americans

Reference:	Bacon Explosion comes from the United States where Barack Obama is the leader and white Americans are an ethnic group.
WebNLG Model:	The Bacon Explosion comes from the United States where Barack Obama is the leader and White Americans are one of the ethnic groups.
WikiBio Model:	bacon explosion is a united states competitive american former competitive men ’s national team. united states (born october 16 , 1951) is a retired united states district judge for the united states district court for the united states district court for the united states district court for the united states district court for the united states district court for the united states district court for the united states district court for the united states district court for the united states district court for the united states district court for the united states united states (born october 16 , 1949) is an american former white executive.

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