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cs.LG2024
Mix-LN: Unleashing the Power of Deeper Layers by Combining Pre-LN and Post-LN
Pengxiang Li, Lu Yin, Shiwei Liu
Large Language Models (LLMs) have achieved remarkable success, yet recent findings reveal that their deeper layers often contribute minimally and can be pruned without affecting ov…
cs.LG2024
Outlier-weighed Layerwise Sampling for LLM Fine-tuning
Pengxiang Li, Lu Yin, Xiaowei Gao +1
The rapid advancements in Large Language Models (LLMs) have revolutionized various natural language processing tasks. However, the substantial size of LLMs presents significant cha…