This is a sign that an AI model such as NSFW AI can identify hate symbols and this ability will improve further with advancements in technology. For instance, in 2022 Facebook claimed its AI caught and deleted more than 98% of hate symbols detected within an hour. AI enables these extreme levels of efficiency by analyzing and identifying the exact types of images, text, and symbols related to hate speech, extremist ideologies, or anything else deemed harmful content.
So HSCB is using a computer vision approach, looking for patterns in images that match examples of known hate symbols (flags, logos, hand gestures, etc.). A universal hate symbol, like the swastika symbol, is automatically flagged in many platforms’ AI systems, such as Twitter where more than 1.5 million tweets containing this symbol were flagged and deleted in just 2023 alone. Those systems are relying on machine learning models trained in very large datasets, even gathering historic records of hate groups, so it is going to become very hard for AI not be able to comprehend even well-crafted variations how hateful symbols displayed [4].
AI has increasingly detected symbols that were previously more difficult to identify in recent years. With hate organizations changing their symbols to avoid detection, social media services like Instagram and Reddit now utilize contextual AI models which allow them to pick up on hidden hate symbols–that is, hand signs–which may otherwise go unnoticed. The technology scans dynamic visual content, as opposed to scanning static symbols, and also identifies contextual patterns around the symbol to only flag it in context instead of just the symbol itself.
NSFW AI is even used to check user-generated content for hate speech, such as hate symbols — even during live text chats and videos on platforms like Discord, which are popular with gamers. It automatically scans for hate, extremist messaging and offensive images within the content and flags and removes accordingly. Discord said that hate symbol posts overall declined 95% after it began using an AI-based moderation tool in 2023.
That said, NSFW AI cannot detect every hate symbol well — all of the time. But there are challenges, too: namely the ability to track newly-formed symbols or those that are employed in esoteric associations. According to a 2022 report by the Anti-Defamation League (ADL), 90% of traditional hate symbols were flagged with AI tools, but only 60% of new or variant forms were identified using current algorithms. Therefore, platforms are constantly evolving their AI models to train on more recent data that helps it recognize new threats.
To sum it up, nsfw ai provides significant value to the online community by detecting symbols of hate. Given the constant nature of this evolution, AI is an ideal tool that can be used to combat hate speech and extremist content across digital platforms. The greatest strength of artificial intelligence lies in its ever-evolving characteristic through recognition of new patterns for classification leading to continuous improvement during the process by learning from past experience.