Natural Language Generation with Markov Chains and Grammar Sam Zhang

Ontology - A web of knowledge organized in hierarchies

Odd One Out Which of the following don't belong: Man Woman Tralfamadorian Boy Girl

Natural Language Toolkit Python module WordNet corpora

Wordnet: Lexical relations Synonym / Antonym Hypernym / Hyponym: X is a Y Meronym / Holonym: X is a part of Y

Heuristic Least common hypernym. Wu & Palmer Dynamic word sense disambiguation -- Which part of speech? Which meaning?

Markov Chains [one, two]; [one, three] [two, four]; [two; x] Each word is linked to a database of potential words that follow it. For example, in generating the text, one may be followed by either two or three. If two, then it would be followed by either four or x.

Example: Inaugural Address Bush's 2005 Inaugural Address: In the truths of Sinai, the questions that come to those who feel its power, it burns those who feel its power, it burns those who feel its power, and the varied faiths of our soldiers. You have seen together. For as long as whole regions of the United States to seek and support the growth of democratic movements and institutions in every generation by reaffirming all that is the concentrated work of helping raise up free governments. The great objective of ending tyranny is the...

Pirates of the Carribean RAGETTI: Your bravery is wasted. I' m not sorry. [Jones is dead, who seems to be no knowing here. He' s head] [Will follows the string attached to the end of the Flying Dutchman] [one cannibal drops a lighted torch need the pile of wood] Scene : small fishing vessel around sunrise] [Wyvern retracts his head] [one sailor presses the hat on] JACK SPARROW: All on deck, breaking the ship, crewmen shout] MARTY: They'

Singles Ads Friendship hand, seeks naughty lady Sgl 49 yo Male 6 '' ave build seeks bi curious fem for fun times. Seeks lady with a European background, 170 Modern attractive to very attractive dark haired gentleman, strictly No children but a home lover. Amongst other things.

Sources Image: Wordnet: NLTK: OpenCyc: Ontological semantics, a history and overview: