Table 9: 

Examples from the categorization with ChaosNLI annotations and 4-way/multi-label model predictions.

PremiseHypothesis[E,N,C]Predictions
 Probabilistic Enrichment 
Oh, sorry, wrong church. He or she entered the wrong church. [82, 17, 1] Complicated / EN 
There should be someone here who knew more of what was going on in this world than he did now. He knew things, but hoped someone else knew more. [82, 18, 0] Complicated / EN 
What am I to do with them afterwards?” It is the narrator’s responsibility to take care of them. [15, 73, 12] N / NC 
But they persevered, she said, firm and optimistic in their search, until they were finally allowed by a packed restaurant to eat their dinner off the floor. Because all of the seats were stolen, they had to eat off the floor. [23, 57, 20] Complicated / NC 
 Coreference 
The original wax models of the river gods are on display in the Civic Museum. They have models made out of clay. [5, 38, 57] C / C 
Indeed, said San’doro. Indeed, they said. [52, 22, 26] E / EN 
This was built 15 years earlier by Jahangir’s wife, Nur Jahan, for her father, who served as Mughal Prime Minister. Nur Jahan’s husband Jahangir served as Mughal Prime Minister. [17, 17, 66] Complicated / E 
Cruises are available from the Bhansi Ghat, which is near the CityPalace. You can take cruises from Phoenix Arizona. [0, 51, 49] Complicated /NC 
 Accommodating Minimally Added Content 
The key question may be not what Hillary knew but when she knew it. According to current reports, the question is not if, but when did Hillary know about it. [90, 9, 1] E / EN 
10 Four or five from the town rode past, routed by their diminished number and the fury of the Kal and Thorn. Kal and Thorn were furious at the villagers. [50, 41, 9] N / EN 
PremiseHypothesis[E,N,C]Predictions
 Probabilistic Enrichment 
Oh, sorry, wrong church. He or she entered the wrong church. [82, 17, 1] Complicated / EN 
There should be someone here who knew more of what was going on in this world than he did now. He knew things, but hoped someone else knew more. [82, 18, 0] Complicated / EN 
What am I to do with them afterwards?” It is the narrator’s responsibility to take care of them. [15, 73, 12] N / NC 
But they persevered, she said, firm and optimistic in their search, until they were finally allowed by a packed restaurant to eat their dinner off the floor. Because all of the seats were stolen, they had to eat off the floor. [23, 57, 20] Complicated / NC 
 Coreference 
The original wax models of the river gods are on display in the Civic Museum. They have models made out of clay. [5, 38, 57] C / C 
Indeed, said San’doro. Indeed, they said. [52, 22, 26] E / EN 
This was built 15 years earlier by Jahangir’s wife, Nur Jahan, for her father, who served as Mughal Prime Minister. Nur Jahan’s husband Jahangir served as Mughal Prime Minister. [17, 17, 66] Complicated / E 
Cruises are available from the Bhansi Ghat, which is near the CityPalace. You can take cruises from Phoenix Arizona. [0, 51, 49] Complicated /NC 
 Accommodating Minimally Added Content 
The key question may be not what Hillary knew but when she knew it. According to current reports, the question is not if, but when did Hillary know about it. [90, 9, 1] E / EN 
10 Four or five from the town rode past, routed by their diminished number and the fury of the Kal and Thorn. Kal and Thorn were furious at the villagers. [50, 41, 9] N / EN 
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