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PI-Mem achieves unprecedented long-context reasoning capabilities, outperforming traditional methods while accelerating inference by over 6 times.
nD-RoPE achieves superior performance in high-dimensional contexts by ensuring isotropy and directionally balanced responses, challenging the limitations of traditional position embeddings.
