Detecting the Presence of an Object in a Sentence

Is there any way to differentiate between the absence or inclusion of an object in a sentence? For example: there is not a cat in my yard, the cat disappeared from my yard, a cat does not exist in my yard, etc. versus there is a cat in my yard, the cat appeared in my yard, a cat exists in my yard.

Any help would be greatly appreciated!

languagetechnology