Natural Language Learning for Artificial Intelligence (CIS 479)

Conceptual Dependencies

ATRANS – Abstract transfer (give)

PTRANS – Physical transfer (go)

MTRANS – Mental transfer (tell)

P= Past tense PP = object or picture producer

0 = Object case relation AA = Action modifier (aider)

R = Recipients Act = Action

PA = Picture modifier (aider)

Attribute grammar

How can conceptual dependencies facilitate reasoning?

  1. Fewer inference rules.
  2. Many inferences are contained in the representation
  3. Initial representation of the sentence will have holes. Plugging holes serves as focusing a subject for future sentences.

Argument Against

  1. Long time to decompose knowledge into primitive actions
  2. Conceptual dependencies are good for representing, this may not be good for all kinds of knowledge.