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20242026
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cs.CL2026

A Context-Aware Dataset for Stance Detection in Bioethical Controversies on Reddit

Hu Huang, Genan Dai, Fuqiang Niu +3

Bioethical debates increasingly unfold on social media, yet stance detection research lacks large-scale, domain-specific resources for modeling such context-dependent discourse. We…

cs.CL2026

A Systematic Comparison of Prompting and Multi-Agent Methods for LLM-based Stance Detection

Genan Dai, Zini Chen, Yi Yang +1

Stance detection identifies the attitude of a text author toward a given target. Recent studies have explored various LLM-based strategies for this task, from zero-shot prompting t…

cs.CL2026

Induce, Align, Predict: Zero-Shot Stance Detection via Cognitive Inductive Reasoning

Bowen Zhang, Jun Ma, Fuqiang Niu +3

Zero-shot stance detection (ZSSD) seeks to determine the stance of text toward previously unseen targets, a task critical for analyzing dynamic and polarized online discourse with…

cs.CL2025

MT2-CSD: A New Dataset and Multi-Semantic Knowledge Fusion Method for Conversational Stance Detection

Fuqiang Niu, Genan Dai, Yisha Lu +4

In the realm of contemporary social media, automatic stance detection is pivotal for opinion mining, as it synthesizes and examines user perspectives on contentious topics to uncov…

cs.CL2025

C-MTCSD: A Chinese Multi-Turn Conversational Stance Detection Dataset

Fuqiang Niu, Yi Yang, Xianghua Fu +2

Stance detection has become an essential tool for analyzing public discussions on social media. Current methods face significant challenges, particularly in Chinese language proces…

cs.CL2024

A Survey of Stance Detection on Social Media: New Directions and Perspectives

Bowen Zhang, Genan Dai, Fuqiang Niu +5

In modern digital environments, users frequently express opinions on contentious topics, providing a wealth of information on prevailing attitudes. The systematic analysis of these…