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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.
PPO's fixed clipping hurts exploration by squashing high-reward, low-probability actions, but BandPO fixes this with probability-aware bounds that boost performance.
