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cs.CL2025

Natural Language Processing for Cardiology: A Narrative Review

Kailai Yang, Yan Leng, Xin Zhang +5

Cardiovascular diseases are becoming increasingly prevalent in modern society, with a profound impact on global health and well-being. These Cardiovascular disorders are complex an…

cs.CL2025

Exploring Safety Alignment Evaluation of LLMs in Chinese Mental Health Dialogues via LLM-as-Judge

Yunna Cai, Fan Wang, Haowei Wang +5

Evaluating the safety alignment of LLM responses in high-risk mental health dialogues is particularly difficult due to missing gold-standard answers and the ethically sensitive nat…

cs.CL2025

MMAFFBen: A Multilingual and Multimodal Affective Analysis Benchmark for Evaluating LLMs and VLMs

Zhiwei Liu, Lingfei Qian, Qianqian Xie +3

Large language models and vision-language models (which we jointly call LMs) have transformed NLP and CV, demonstrating remarkable potential across various fields. However, their c…

cs.CL2025

Sigma: Differential Rescaling of Query, Key and Value for Efficient Language Models

Zhenghao Lin, Zihao Tang, Xiao Liu +31

We introduce Sigma, an efficient large language model specialized for the system domain, empowered by a novel architecture including DiffQKV attention, and pre-trained on our metic…

cs.CL2025

Rumor Detection by Multi-task Suffix Learning based on Time-series Dual Sentiments

Zhiwei Liu, Kailai Yang, Eduard Hovy +1

The widespread dissemination of rumors on social media has a significant impact on people's lives, potentially leading to public panic and fear. Rumors often evoke specific sentime…

cs.CL2024

FMDLlama: Financial Misinformation Detection based on Large Language Models

Zhiwei Liu, Xin Zhang, Kailai Yang +3

The emergence of social media has made the spread of misinformation easier. In the financial domain, the accuracy of information is crucial for various aspects of financial market,…