Personality-aware Human-centric Multimodal Reasoning: A New Task, Dataset and Baselines

arXiv:2304.02313v2 Announce Type: replace
Abstract: Personality traits, emotions, and beliefs shape individuals' behavioral choices and decision-making processes. However, for one thing, the affective computing community normally focused on predicting personality traits but overlooks their application in behavior prediction. For another, the multimodal reasoning task emphasized the prediction of future states and behaviors but often neglected the incorporation of individual personality traits. In this work, we introduce a new task called Personality-aware Human-centric Multimodal Reasoning (PHMR) (T1), with the goal of …

abstract application arxiv behavior community computing cs.cl dataset decision emotions future human human-centric making multimodal normally personality prediction processes reasoning type