HCCLMay 7, 2022

CogIntAc: Modeling the Relationships between Intention, Emotion and Action in Interactive Process from Cognitive Perspective

arXiv:2205.03540v25 citationsh-index: 8
Originality Synthesis-oriented
AI Analysis

This work addresses the problem of understanding human mental states in cognitive science, but it appears incremental as it builds on existing concepts without claiming major breakthroughs.

The paper tackles the challenge of modeling individual interactions by analyzing relationships between intention, emotion, and action from a cognitive perspective, proposing a novel framework that reconstructs a dataset and establishes baseline models for tasks like action abduction and emotion prediction.

Intention, emotion and action are important psychological factors in human activities, which play an important role in the interaction between individuals. How to model the interaction process between individuals by analyzing the relationship of their intentions, emotions, and actions at the cognitive level is challenging. In this paper, we propose a novel cognitive framework of individual interaction. The core of the framework is that individuals achieve interaction through external action driven by their inner intention. Based on this idea, the interactions between individuals can be constructed by establishing relationships between the intention, emotion and action. Furthermore, we conduct analysis on the interaction between individuals and give a reasonable explanation for the predicting results. To verify the effectiveness of the framework, we reconstruct a dataset and propose three tasks as well as the corresponding baseline models, including action abduction, emotion prediction and action generation. The novel framework shows an interesting perspective on mimicking the mental state of human beings in cognitive science.

Code Implementations1 repo
Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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