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Congestion can flip the effectiveness of personalization strategies, revealing that SFT and ICL are not always straightforward choices for LLM users.
INFUSER outperforms a frozen 32B model with just an 8B co-evolving generator, showcasing the power of adaptive question generation in self-evolution.
Muon outperforms Adam and SGD by yielding features that are not only more robust but also transfer more effectively across tasks.
