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University of Illinois at Urbana-Champaign
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A theoretical framework and diagnostic tool reveal that RoPE's long-context failures stem from a quantifiable semantic-positional tradeoff, with reasoning tasks suffering semantic reversal and retrieval tasks positional insensitivity.
