A redesigned memory-layer architecture with five engineering improvements reaches performance parity with 8-expert MoE at similar compute, with lower memory access and stronger long-context memorization.
Piqa: Reasoning about physical commonsense in natural language
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UltraMemV2: Memory Networks Scaling to 120B Parameters with Superior Long-Context Learning
A redesigned memory-layer architecture with five engineering improvements reaches performance parity with 8-expert MoE at similar compute, with lower memory access and stronger long-context memorization.