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AI for Good Innovate for Impact



                          Use Case 6: Artificial Intelligence-Generated Content Moderation





















                      Country: China

                      Organization: Hangzhou Dianzi University

                      Department/Division/Group: School of Cyberspace, Sino-French Joint Laboratory for Digital
                      Media Forensics of Zhejiang Province

                      Contact Person(s): Tong Qiao, tong�qiao@ hdu �edu �cn, (+86)15268110192


                      1      Use Case Summary Table


                       Item                     Details 
                       Category                 AI Security; Content Moderation; Multimedia Forensics
                       Problem Addressed        Content moderation for AIGC, focusing on hallucinations, synthetic
                                                content, and deviations from established standards to enhance the
                                                security and reliability of AIGC content. 

                       Technology Keywords      Unsupervised learning, data augmentation, multi-level align-
                                                ment mechanism, multimodal large language models, generative
                                                models, AIGC moderation

                       Data                     Data is publicly available
                       Availability 
                       Testbeds or              At the Inclusion  The Global Multimedia Deepfake Detection

                       Pilot                    Challenge, the detection accuracy reached approximately 95%.
                       Deployments 
                                                Applied in the Public Security Bureaus in China to combat telecom
                                                fraud involving the use of artificial intelligence.



                      2      Use Case Description


                      2�1     Description

                      This case aims to address issues such as hallucination in large language models, the generation
                      of fake content, and AIGC that does not meet expected standards. For instance, the European
                      Commission’s AI Act (2024), the world’s first comprehensive regulation on AI, requires AI




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