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Table 1: 
Examples of p/h pairs from each of our source datasets. The top pair is one labeled by the original dataset as a valid inference (one that should be drawn), the bottom as an invalid inference (either h is contradictory given p (p → ¬h), or h simply cannot be inferred (ph)). For DNC, examples shown are from the VerbNet (top) and Sentiment (bottom) sub corpora.
SNLI Three dogs on a sidewalk. → There are more than one dog here. 
A red rally car taking a slippery turn in a race. → ¬ The car is stopped at a traffic light. 
MNLI Historical heritage is very much the theme at Ichidani. → Ichidani’s historical heritage is important. 
okay i uh i have five children all together →¬ I do not have any children. 
RTE2 Self-sufficiency has been turned into a formal public awareness campaign in San Francisco, by Mayor Gavin Newsom. → Gavin Newsom is a politician of San Francisco. 
The unconfirmed case concerns a rabies-like virus known only in bats → ¬ A case of rabies was confirmed. 
JOCI It was Charlie ’s first day of work at the new firm → The firm is a business. 
A young girl is holding her teddy bear while riding a pony . → ¬ The bear attacks. 
DNC Tony bent the rod. → Tony caused the bending. 
When asked about the restaurant, Jonah said, ‘Sauce was tasteless.’ ↛ Jonah liked the restaurant. 
SNLI Three dogs on a sidewalk. → There are more than one dog here. 
A red rally car taking a slippery turn in a race. → ¬ The car is stopped at a traffic light. 
MNLI Historical heritage is very much the theme at Ichidani. → Ichidani’s historical heritage is important. 
okay i uh i have five children all together →¬ I do not have any children. 
RTE2 Self-sufficiency has been turned into a formal public awareness campaign in San Francisco, by Mayor Gavin Newsom. → Gavin Newsom is a politician of San Francisco. 
The unconfirmed case concerns a rabies-like virus known only in bats → ¬ A case of rabies was confirmed. 
JOCI It was Charlie ’s first day of work at the new firm → The firm is a business. 
A young girl is holding her teddy bear while riding a pony . → ¬ The bear attacks. 
DNC Tony bent the rod. → Tony caused the bending. 
When asked about the restaurant, Jonah said, ‘Sauce was tasteless.’ ↛ Jonah liked the restaurant. 
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