Parsing is the assignment of structure to a linear string of words according to a grammar; this is much like the diagramming of a sentence taught in grammar school.
The speaker wants to communicate a structure, but must make it linear in order to say it. The listener needs to re-create the structure intended by the speaker. Parts of the parse tree can then be related to object symbols in memory.