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A commonsense reasoning framework for explanatory emotion attribution, generation and re-classification

Authors: Lieto, Antonio; Pozzato, Gian Luca; Zoia, Stefano; Patti, Viviana; Damiano, Rossana;

A commonsense reasoning framework for explanatory emotion attribution, generation and re-classification

Abstract

We present DEGARI (Dynamic Emotion Generator And ReclassIfier), an explainable system for emotion attribution and recommendation. This system relies on a recently introduced commonsense reasoning framework, the T CL logic, which is based on a human-like procedure for the automatic generation of novel concepts in a Description Logics knowledge base. Starting from an ontological formalization of emotions based on the Plutchik model, known as ArsEmotica, the system exploits the logic TCL to automatically generate novel commonsense semantic representations of compound emotions (e.g. Love as derived from the combination of Joy and Trust according to Plutchik). The generated emotions correspond to prototypes, i.e. commonsense representations of given concepts, and have been used to reclassify emotion-related contents in a variety of artistic domains, ranging from art datasets to the editorial contents available in RaiPlay, the online platform of RAI Radiotelevisione Italiana (the Italian public broadcasting company). We show how the reported results (evaluated in the light of the obtained reclassifications, the user ratings assigned to such reclassifications, and their explainability) are encouraging, and pave the way to many further research directions.

Country
Italy
Keywords

I.2, FOS: Computer and information sciences, I.2.3, I.2.4, Computational Models of Emotion, Computer Science - Artificial Intelligence, I.2; I.2.1; I.2.3; I.2.4, Concept Combination, https://w3id.org/skgo/modsci#ArtificialIntelligence, I.2.1, Commonsense reasoning; Computational models of emotion; Concept combination; Explainable AI; Knowledge generation, Artificial Intelligence (cs.AI), Explainable AI, Explainable AI, Commonsense reasoning, Knowledge generation, Concept combination, Computational models of emotion, Knowledge Generation, Commonsense reasoning

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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