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Table 6: 

Case studies on the DISC’s idiom identification. The ground truth PIEs are in italic and colored green in sentences. The Error Type column lists the name of the error and their percentage (Pct.) in parenthesis. The percentage is obtained by manually categorizing 300 incorrect samples.

Case #Error Type (Pct.)Sentence with PIEPrediction
Alternative (9.7%) But an on-the-ball whisky shop could make a killing with its special ec-label malt scotch at £27.70 a bottle. make a killing 
Partial (29.3%) Dragons can lie for dark centuries brooding over their treasures, bedding down on frozen flames that will never see the light of dayof day 
Meaningful (4.3%) Given a method, we can avoid mistaken ideas which, confirmed by the authority of the past, have taken deep root, like weeds in men’s minds. weeds in men’s minds 
Literal (8.0%) If you must jump out of the loop, you should use until true to “pop” the stack. out of the loop 
Missing (42.3%) We have friends in high places, they said. Empty string 
Other (6.3%) With the chips down, we had to dig downWith down 
Case #Error Type (Pct.)Sentence with PIEPrediction
Alternative (9.7%) But an on-the-ball whisky shop could make a killing with its special ec-label malt scotch at £27.70 a bottle. make a killing 
Partial (29.3%) Dragons can lie for dark centuries brooding over their treasures, bedding down on frozen flames that will never see the light of dayof day 
Meaningful (4.3%) Given a method, we can avoid mistaken ideas which, confirmed by the authority of the past, have taken deep root, like weeds in men’s minds. weeds in men’s minds 
Literal (8.0%) If you must jump out of the loop, you should use until true to “pop” the stack. out of the loop 
Missing (42.3%) We have friends in high places, they said. Empty string 
Other (6.3%) With the chips down, we had to dig downWith down 
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