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LLMs struggle with personal information retrieval, with the best model only achieving 57.3% accuracy on a new benchmark designed to evaluate mobile assistant capabilities.
Today's best language models can barely make sense of your messy group chats and fragmented digital life, achieving only 19% accuracy on a new benchmark of real-world reasoning.
Forget end-to-end training: breaking down long-context reasoning into atomic skills and training on targeted pseudo-data unlocks a 7.7% performance boost.
