ZeroShotStanceDetection
Related Papers
Zero-Shot Stance Detection: A Dataset and Model using Generalized Topic Representations
AbstractStance detection is an important component of understanding hidden influences in everyday life. Since there are thousands of potential topics to take a stance on, most with little to no …...
Adversarial Learning for Zero-Shot Stance Detection on Social Media
AbstractStance detection on social media can help to identify and understand slanted news or commentary in everyday life. In this work, we propose a new model for zero-shot stance detection …...
Enhancing Zero-shot and Few-shot Stance Detection with Commonsense Knowledge Graph
In this paper, we consider a realistic scenario on stance detection with more application po- tential, i.e., zero-shot and few-shot stance de- tection, which identifies stances for a wide range …...
Generative Data Augmentation with Contrastive Learning for Zero-Shot Stance Detection
AbstractStance detection aims to identify whether the author of an opinionated text is in favor of, against, or neutral towards a given target. Remarkable success has been achieved when sufficient …...
JointCL: A Joint Contrastive Learning Framework for Zero-Shot Stance Detection
AbstractZero-shot stance detection (ZSSD) aims to detect the stance for an unseen target during the inference stage. In this paper, we propose a joint contrastive learning (JointCL) framework, which consists …...
OpenStance: Real-world Zero-shot Stance Detection
AbstractPrior studies of zero-shot stance detection identify the attitude of texts towards unseen topics occurring in the same document corpus. Such task formulation has three limitations: (i) Single domain/dataset. A …...
Adversarial Network with External Knowledge for Zero-Shot Stance Detection
Abstract“Zero-shot stance detection intends to detect previously unseen targets’ stances in the testingphase. However, achieving this goal can be difficult, as it requires minimizing the domain trans-fer between different targets, …...
C-STANCE: A Large Dataset for Chinese Zero-Shot Stance Detection
AbstractZero-shot stance detection (ZSSD) aims to determine whether the author of a text is in favor of, against, or neutral toward a target that is unseen during training. Despite the …...