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Adversarial documents generated by VerTox can out-rank legitimate content, exposing critical vulnerabilities in neural ranking models that power modern AI systems.
A single checkpoint can now adapt to any model size, streamlining the deployment of elastic retrieval systems and achieving faster performance without sacrificing quality.
LLMs still fail basic science: even the best models struggle to answer questions grounded in procedurally-generated, noise-free scientific data, achieving only 45% accuracy.
