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Self-distillation methods fail to generalize reasoning gains to unseen problems and their gradients offer weak policy improvement signals, challenging their efficacy beyond in-distribution imitation.
Achieving a staggering 220x speedup in MaxSim scoring while preserving exact retrieval quality could revolutionize the efficiency of multi-vector retrieval systems.
GPUSparse achieves a staggering 235x speedup over traditional CPU methods while maintaining exact scoring, revolutionizing real-time retrieval efficiency.