Vision
We believe human intelligence differs from that of other primates, past and present, because we humans understand, tell, and compose stories, and because we are able to direct our perceptual faculties to describe, and answer questions about, real and imagined situations. It follows that if we are to develop a full account of human intelligence, we must develop computational models of our human story competence and directed perception faculties.
Our vision is explained in more detail in a trilogy of papers, a white paper on story understanding, and a paper on story summarization.
Steps
Believing that system building forces rigor and motivates, we of CSAIL's Genesis Group have built and continue to empower the Genesis System, a system that understands, tells, and composes stories using common sense rules and higher level concept patterns.
Genesis has been brought to a level where Genesis exhibits many aspects of human story processing and directed perception, such as listener-aware instructive story telling, persuasive story telling, precedent-based story composition, story summarizing, question answering, attention to personality and mood, attention to culturally grounded differences in interpretation, question-driven reflection, anticipation of potential harm, and understanding on multiple levels.
We hammer out our ideas on an anvil of manually prepared stories, common sense rules, and concept patterns, all expressed in simple English, along with annotated video, with annotations also expressed in simple English. Genesis reads stories ranging from 100 sentence summaries of Shakespeare's plots to conflict in cyberspace to Crow creation myths to stories used in psychological studies.
Challenges
Our biggest challenge is to scale up our illustrations-of-concept Genesis System such that the common sense rules and concept patterns are learned, the stories are real, albeit simple, and the video is not annotated, albeit also simple. We believe that scaling up will make our Genesis System sufficiently powerful that we will be able to perform experiments that determine how well our models explain and predict human behavior.
Contributions
We believe that when we scale up and do the science required to understand human-level story competence, many undreamed-of applications will emerge. One of many exciting possibilities we have dreamed of already is the construction of tools for policy analysts that will be as useful to them as spreadsheets are to financial analysts.
History
The roots of the Genesis Group lie in the thinking that led to the thoughts of a group that styled itself as The Human Intelligence Enterprise.