Mr. Yi Zhao Profile

Yi Zhao

at The community of JinYe TiXiangShan

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Proceedings Article | 16 December 2022 Paper

Research on rumor detection based on BERT

Yi Zhao, Mingshu Zhang

Proceedings Volume 12500, 1250043 (2022) https://doi.org/10.1117/12.2660814

KEYWORDS: Transformers, Data modeling, Computer programming, Web 2.0 technologies, Internet, Feature extraction, Analytical research, Head, Visualization, Social networks

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With the fast-speeding development of the information age, social media also provides a central channel for people to obtain information. However, the mixed-up information provided by various network platforms is hard to identify, the negative aspects of public sentiment and the spread of the rumor also make significant aspects in cultural ecological environment. At present, rumor detection is mainly focusing on deep learning, extracts and analyzes the text semantic features and then makes predictions. But, using this method to select eigenvalues always lacks varieties, it ignores the semantic integrity and the potential relationship between data. In order to improve the efficiency and accuracy in rumor detection, this research provides a method in predicting and analyzing text features, which based on the pre-training model of BERT, using the public Weibo-20 and Weibo-21 datasets, tunes the model parameters through the comparative experiments, the result shows that the processing speed and effectiveness is far more fruitful.

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