Collaborative Knowledge Infusion for Low-resource Stance Detection

arXiv:2403.19219v1 Announce Type: new
Abstract: Stance detection is the view towards a specific target by a given context (\textit{e.g.} tweets, commercial reviews). Target-related knowledge is often needed to assist stance detection models in understanding the target well and making detection correctly. However, prevailing works for knowledge-infused stance detection predominantly incorporate target knowledge from a singular source that lacks knowledge verification in limited domain knowledge. The low-resource training data further increases the challenge for the data-driven large models in this task. …

abstract arxiv collaborative commercial context cs.cl detection however knowledge low making reviews tweets type understanding view