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With the rapid development of large language models (LLMs), assessing their performance on health-related inquiries has become increasingly essential. The use of these models in real-world contexts-where misinformation can lead to serious…

计算与语言 · 计算机科学 2025-02-24 Chenlu Guo , Nuo Xu , Yi Chang , Yuan Wu

False information can spread quickly on social media, negatively influencing the citizens' behaviors and responses to social events. To better detect all of the fake news, especially long texts which are harder to find completely, a…

计算与语言 · 计算机科学 2023-06-14 Ziyang Ma , Mengsha Liu , Guian Fang , Ying Shen

As false information continues to proliferate across social media platforms, effective rumor detection has emerged as a pressing challenge in natural language processing. This paper proposes RAGAT-Mind, a multi-granular modeling approach…

计算与语言 · 计算机科学 2025-04-25 Zhenkai Qin , Guifang Yang , Dongze Wu

Large language models (LLMs) have been increasingly applied to automated harmful content detection tasks, assisting moderators in identifying policy violations and improving the overall efficiency and accuracy of content review. However,…

计算与语言 · 计算机科学 2025-08-14 Kangwei Liu , Siyuan Cheng , Bozhong Tian , Xiaozhuan Liang , Yuyang Yin , Meng Han , Ningyu Zhang , Bryan Hooi , Xi Chen , Shumin Deng

The vast amount of biomedical information available today presents a significant challenge for investigators seeking to digest, process, and understand these findings effectively. Large Language Models (LLMs) have emerged as powerful tools…

计算与语言 · 计算机科学 2024-07-19 Alexander R. Pelletier , Joseph Ramirez , Irsyad Adam , Simha Sankar , Yu Yan , Ding Wang , Dylan Steinecke , Wei Wang , Peipei Ping

The scarcity and class imbalance of training data are known issues in current rumor detection tasks. We propose a straight-forward and general-purpose data augmentation technique which is beneficial to early rumor detection relying on event…

计算与语言 · 计算机科学 2019-07-17 Sooji Han , Jie Gao , Fabio Ciravegna

Health misinformation during the COVID-19 pandemic has significantly challenged public health efforts globally. This study applies the Elaboration Likelihood Model (ELM) to enhance misinformation detection on social media using a hybrid…

社会与信息网络 · 计算机科学 2025-07-15 Mkululi Sikosana , Sean Maudsley-Barton , Oluwaseun Ajao

During the development of large language models (LLMs), the scale and quality of the pre-training data play a crucial role in shaping LLMs' capabilities. To accelerate the research of LLMs, several large-scale datasets, such as C4 [1], Pile…

计算与语言 · 计算机科学 2023-11-13 Jianghao Chen , Pu Jian , Tengxiao Xi , Dongyi Yi , Qianlong Du , Chenglin Ding , Guibo Zhu , Chengqing Zong , Jinqiao Wang , Jiajun Zhang

As ChatGPT and GPT-4 spearhead the development of Large Language Models (LLMs), more researchers are investigating their performance across various tasks. But more research needs to be done on the interpretability capabilities of LLMs, that…

计算与语言 · 计算机科学 2023-10-27 Dongfang Li , Jindi Yu , Baotian Hu , Zhenran Xu , Min Zhang

Medical fact-checking has become increasingly critical as more individuals seek medical information online. However, existing datasets predominantly focus on human-generated content, leaving the verification of content generated by large…

计算与语言 · 计算机科学 2025-09-23 Tong Chen , Zimu Wang , Yiyi Miao , Haoran Luo , Yuanfei Sun , Wei Wang , Zhengyong Jiang , Procheta Sen , Jionglong Su

Large language models (LLMs) primarily trained on English texts, often face biases and inaccuracies in Chinese contexts. Their limitations are pronounced in fields like Traditional Chinese Medicine (TCM), where cultural and clinical…

计算与语言 · 计算机科学 2025-03-28 Yishen Liu , Shengda Luo , Zishao Zhong , Tongtong Wu , Jianguo Zhang , Peiyao Ou , Yong Liang , Liang Liu , Hudan Pan

Large Language Models (LLMs) are poised to transform healthcare under China's Healthy China 2030 initiative, yet they introduce new ethical and patient-safety challenges. We present a novel 12,000-item Q&A benchmark covering 11 ethics and 9…

计算与语言 · 计算机科学 2025-05-13 Mouxiao Bian , Rongzhao Zhang , Chao Ding , Xinwei Peng , Jie Xu

Equitable access to reliable health information is vital for public health, but the quality of online health resources varies by language, raising concerns about inconsistencies in Large Language Models (LLMs) for healthcare. In this study,…

计算与语言 · 计算机科学 2025-01-27 Ipek Baris Schlicht , Zhixue Zhao , Burcu Sayin , Lucie Flek , Paolo Rosso

Current benchmarks for evaluating large language models (LLMs) in social media moderation completely overlook a serious threat: covert advertisements, which disguise themselves as regular posts to deceive and mislead consumers into making…

机器学习 · 计算机科学 2026-04-23 Jingyi Zheng , Tianyi Hu , Yule Liu , Zhen Sun , Zongmin Zhang , Zifan Peng , Wenhan Dong , Xinlei He

Recent advancements in Large Language Models (LLMs) have demonstrated their potential in delivering accurate answers to questions about world knowledge. Despite this, existing benchmarks for evaluating LLMs in healthcare predominantly focus…

计算与语言 · 计算机科学 2024-06-18 Zheheng Luo , Chenhan Yuan , Qianqian Xie , Sophia Ananiadou

The proliferation of fake news has had far-reaching implications on politics, the economy, and society at large. While Fake news detection methods have been employed to mitigate this issue, they primarily depend on two essential elements:…

计算与语言 · 计算机科学 2024-03-18 Guanghua Li , Wensheng Lu , Wei Zhang , Defu Lian , Kezhong Lu , Rui Mao , Kai Shu , Hao Liao

Recent advances in large language models (LLMs) have shown promising improvements, often surpassing existing methods across a wide range of downstream tasks in natural language processing. However, these models still face challenges, which…

计算与语言 · 计算机科学 2025-02-13 Sujeong Lee , Hayoung Lee , Seongsoo Heo , Wonik Choi

Large Language Models (LLMs) are increasingly integrated into search services, providing direct answers that can reduce users' reliance on traditional result pages. Yet their factual reliability in non-English web ecosystems remains poorly…

信息检索 · 计算机科学 2026-02-27 Geng Liu , Junjie Mu , Li Feng , Mengxiao Zhu , Francesco Pierri

Health-related rumors spreading online during a public crisis may pose a serious threat to people's well-being. Existing crisis informatics research lacks in-depth insights into the characteristics of health rumors and the efforts to debunk…

社会与信息网络 · 计算机科学 2022-06-13 Wenjie Yang , Sitong Wang , Zhenhui Peng , Chuhan Shi , Xiaojuan Ma , Diyi Yang

Recent advancements in large language models (LLMs) have transformed the field of question answering (QA). However, evaluating LLMs in the medical field is challenging due to the lack of standardized and comprehensive datasets. To address…

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