However, it is not true for many NLP tasks due to their pragmatic nature where the meaning of the same sentence might differ depending on the context or background knowledge.
for the NLI task, Manning (2006) advocate that annotation tasks should be "natural" for untrained annotators, and the role of NLP should be to model the inferences that humans make in practical settings.