CeRA overcomes LoRA's linear ceiling by injecting non-linear SiLU gating and dropout, outperforming high-rank LoRA on complex math reasoning with 1/8 the parameters.
Learning rate matters: Vanilla lora may suffice for llm fine-tuning
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CeRA: Overcoming the Linear Ceiling of Low-Rank Adaptation via Capacity Expansion
CeRA overcomes LoRA's linear ceiling by injecting non-linear SiLU gating and dropout, outperforming high-rank LoRA on complex math reasoning with 1/8 the parameters.