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ToxicRAG is presented, a one-document-per-target attack that expresses misinformation as a coherent knowledge-update narrative that matches or exceeds the strongest evaluated baseline in every combination of dataset--model combinations.
Native unified modelling is position as a promising path towards systems that perceive, reason and create within a fully end-to-end framework through SenseNova-U1.5, an 8B-MoT native unified multimodal model that understands, reasons about, and generates visual content within an encoder-free and VAE-free architecture.
Even state-of-the-art MLLMs fail to accurately reconstruct academic documents, revealing a critical gap in machine understanding of scientific knowledge.
