AIDec 25, 2019

A Logical Model for Supporting Social Commonsense Knowledge Acquisition

arXiv:1912.11599v1
Originality Highly original
AI Analysis

This foundational work addresses the need for structured social commonsense knowledge to enable more intelligent applications in domains like robotics and conversation.

The paper tackles the problem of acquiring social commonsense knowledge (SCK) by identifying and formalizing three basic types of SCK using first-order theory, including interrelationships, intrinsic information, and context embedding, which lays a foundation for future large-scale SCK acquisition.

To make machine exhibit human-like abilities in the domains like robotics and conversation, social commonsense knowledge (SCK), i.e., common sense about social contexts and social roles, is absolutely necessarily. Therefor, our ultimate goal is to acquire large-scale SCK to support much more intelligent applications. Before that, we need to know clearly what is SCK and how to represent it, since automatic information processing requires data and knowledge are organized in structured and semantically related ways. For this reason, in this paper, we identify and formalize three basic types of SCK based on first-order theory. Firstly, we identify and formalize the interrelationships, such as having-role and having-social_relation, among social contexts, roles and players from the perspective of considering both contexts and roles as first-order citizens and not generating role instances. Secondly, we provide a four level structure to identify and formalize the intrinsic information, such as events and desires, of social contexts, roles and players, and illustrate the way of harvesting the intrinsic information of social contexts and roles from the exhibition of players in concrete contexts. And thirdly, enlightened by some observations of actual contexts, we further introduce and formalize the embedding of social contexts, and depict the way of excavating the intrinsic information of social contexts and roles from the embedded smaller and simpler contexts. The results of this paper lay the foundation not only for formalizing much more complex SCK but also for acquiring these three basic types of SCK.

Foundations

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