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A simple triadic outer product expansion of linear attention's state dramatically boosts long-context modeling capacity without a proportional parameter increase.
Forget RLHF alchemy - this study shows that *what* you teach your LLM *before* RLHF is the real secret to unlocking reasoning abilities.