With the popularization and development of technology, fake information and illegal content are more easily disseminated, and harmful content has become more complex and subtle, while the demand for content safety is more urgent than ever. A comprehensive compliance solution includes reviewing various content modalities such as text, images, audio, and video, and identifying deceptive behaviors like deepfakes. By combining technological methods with human review, it effectively identifies abnormal content, reduces platform operational risks, and ensures user safety.
Risks and Challenges in Content Safety
1. Risks in Content Safety
– Illegal and Non-compliant Content: Content that describes criminal methods, drug production processes, or discloses personal information, potentially causing severe harm to social stability and public interests.
– Harmful Content: Includes violence, gore, pornography, and hate speech, which have negative effects on users.
– False and Incorrect Information: Fake news, misinformation, and distorted history, which can impact users’ cognition and judgment.
– Discriminatory Bias and Negative Values: Content with gender, racial, or other biases that promote materialism, hedonism, and other undesirable values.
2. Challenges in Content Safety
– Text Content: Semantic understanding is crucial for identifying risks in text, especially for recognizing sensitive objects or themes, requiring context-based understanding to discern intentions and viewpoints. Natural language processing algorithms analyze text for sentiment, detect sensitive information, and identify inappropriate speech.
– Image and Video Content: Detects inappropriate objects, themes, or defamatory visual intentions. Through algorithms, sensitive content in images is automatically detected, while video content is analyzed frame-by-frame. Combined with speech recognition, these methods check for non-compliant information.
– Audio Content: Speech synthesis and conversion models can generate realistic sounds, posing risks of forgery and misuse. Techniques analyze audio features in both time and frequency domains to capture traces of forgery, while multimodal technology evaluates audio and video synchronization and the consistency of high-resolution spectrum and phases to identify subtle distortions in fabricated audio.
Dataocean AI Content Compliance Solutions
While algorithms handle foundational work in content safety, professional human review remains essential for managing complexity and special cases. By leveraging contextual understanding, moral judgment, and supervisory mechanisms, human reviewers work alongside automated moderation to ensure platform content is compliant and safe.
Facing the growing complexity of the digital ecosystem and moderation demands, Dataocean AI is committed to improving accuracy and efficiency through advanced technology and high-quality teams. Dataocean AI has accumulated extensive project experience across fields like large models, cross-border e-commerce, and short videos, allowing it to provide customized content compliance solutions tailored to specific industry needs.
1. Content Safety Review for Overseas Video Content on Large Model Platforms
Dataocean AI conducts a comprehensive quality and safety review of video content generated by large model platforms, focusing on harmful, vulgar, and negative-value content, as well as advertisements and promotional material. This ensures content compliance with policies, regulatory requirements, and offers an optimal user experience.
2. Product Review for Cross-border E-commerce Platforms
For cross-border e-commerce platforms, Dataocean AI reviews product appearance, category, dimensions, material, sets, and brands to ensure product information accuracy, platform compliance, and to avoid sales of falsely described or non-compliant products.
3. Business Qualification Review for Mapping Platforms
Dataocean AI reviews business qualification information uploaded to mapping platforms to ensure compliance with national regulations and platform policies. When issues arise, Dataocean AI guides businesses in making corrections to ensure information accuracy and legality.