According to Anthropic (@AnthropicAI), their recent study evaluated whether the SGTM method could effectively remove biology knowledge from AI models trained on Wikipedia data. The research highlights that simply filtering out biology-related Wikipedia pages may not be sufficient, as residual biology content often remains in non-biology pages, potentially leading to information leakage. This finding emphasizes the need for more robust data filtering and model editing techniques in AI development, especially when aiming to restrict domain-specific knowledge for compliance or safety reasons (Source: Anthropic, Dec 9, 2025).