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Forget outcome-based filtering: TopoCurate uses interaction topology to surface informative tool-use trajectories and tasks, boosting SFT and RL performance by up to 6.9%.
Achieve Transformer-level handwritten text recognition accuracy with 1.6-1.9x faster inference and 38-42% less memory by ditching attention for a linear-time RetNet architecture.
Forget expensive MoE training from scratch: ExpertWeaver unlocks inherent MoE structure within dense LLMs using GLU activation patterns, offering a training-free conversion.
