We notice that with indicates an emotional state in with confusion and refers to an accompanier in combine with, while it suggests the idea of a tool or means in wash with water.
preposition sense disambiguation (PSD) is vital for natural language understanding and a closer look at the function of prepositions in specific contexts is an important computational step.