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20242026
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cs.CL2026

Decoding Multimodal Cues: Unveiling the Implicit Meaning Behind Hateful Videos

Junyu Lu, Deyi Ji, Liqun Liu +9

Hateful videos have become prevalent on online platforms, highlighting an urgent need for effective detection. However, existing studies primarily focus on binary classification an…

cs.CL2026

Distinguishing Right from Wrong in Debates: Attribution Analysis of Chinese Harmful Memes

Weiming Wang, Junyu Lu, Han Wang +5

Research on harmful meme detection has garnered significant attention, resulting in the development of numerous datasets and methods. However, progress in detecting Chinese harmful…

cs.CL2026

Aligning LLM Uncertainty with Human Disagreement in Subjectivity Analysis

Junyu Lu, Deyi Ji, Xuanyi Liu +5

Large language models for subjectivity analysis are typically trained with aggregated labels, which compress variations in human judgment into a single supervision signal. This par…

cs.CL2025

Visual Puns from Idioms: An Iterative LLM-T2IM-MLLM Framework

Kelaiti Xiao, Liang Yang, Dongyu Zhang +2

We study idiom-based visual puns--images that align an idiom's literal and figurative meanings--and present an iterative framework that coordinates a large language model (LLM), a…

cs.CL2025

Enhancing Textual Personality Detection toward Social Media: Integrating Long-term and Short-term Perspectives

Haohao Zhu, Xiaokun Zhang, Junyu Lu +7

Textual personality detection aims to identify personality characteristics by analyzing user-generated content on social media platforms. Extensive psychological literature highlig…

cs.CL2025

Fine-Grained Chinese Hate Speech Understanding: Span-Level Resources, Coded Term Lexicon, and Enhanced Detection Frameworks

Zewen Bai, Liang Yang, Shengdi Yin +2

The proliferation of hate speech has inflicted significant societal harm, with its intensity and directionality closely tied to specific targets and arguments. In recent years, num…