Saturday, August 08, 2020

The Commonsense Architecture of Group Intelligence

 

The Commonsense Architecture of Group Intelligence

Edwin Hutchins, Cognition_in_the_Wild

 

 Hearings at European Parliament

It is often assumed that the best way to improve the performance of a group is to improve the communication among the members of the group, or, conversely, that what is lacking in groups is communication.

 Our simulations provide us -with a means to answer this question.  They indicate that more communication is not always in principle better than less. Under some conditions, increasing the richness of communication may result in undesirable properties at the group level.

 If the community is restarted again and again, with the persuasiveness increased each time, the velocity of the networks in conceptual space increases even more.  They hurry in groups to the available interpretations (some to one, some to the other ), and once there, they respond only a little to additional evidence from the environment.

 It is clear that a megamind such as that described by Asimov would be more prone to confirmation bias than any individual mind. It might be a mind that would rush into interpretations and that, once it had lodged in an interpretation, would manifest an absolutely incorrigible confirmation bias.  Is it possible for communication to ever be rich enough in a real human community to lead to this sort of group pathology?  Perhaps.

 Buckhout (1982) asked groups to produce composite descriptions of a suspect in a crime that all had witnessed and reported that " the group descriptions were more complete than the individual reports but gave rise to significantly more errors of commission : an assortment of incorrect and stereotyped details."

 Producing a Diversity of Interpretations

The problem with confirmation bias is that it prevents an organism from exploring a wider range of possible interpretations.  Although the first interpretation encountered may well be the best, a search of the interpretation space may reveal another one that better fits the available evidence.  How can this search be accomplished ?  I have already shown that in the absence of communication the interpretations formed by the individual networks - as each exhibits its own confirmation bias- depend on the three parameters that characterize the individual networks : the underlying constraint

structure, the access to environmental evidence, and the initial pattern of activation. If a community is composed of individuals that differ from one another in terms of any of these parameters, then various members of the community are likely to arrive at different interpretations.  Thus, diversity of interpretations is fairly easy to produce as long as the communication among the members of the community is not too rich.