context: It is probably the case that Lily is a frog. There is a very good chance that John took the milk. It is almost certain that Bernhard is gray.
hypothesis: It is probably not the case that lily is a frog, and Bernhard is gray.
valid_hypothesis: It is probably the case that lily is a frog, and Bernhard is gray.
invalid_hypothesis: It is probably not the case that lily is a frog, and Bernhard is gray.
hypothesis_assertion: Lily is a frog, and Bernhard is gray.