GPTailor searches over layer removal, layer selection, and layer merging across fine-tuned model variants to produce smaller LLMs that retain more benchmark performance than single-model pruning.
Learning and generalization in overparame- terized neural networks, going beyond two layers.Advances in neural information processing systems, 32, 2019
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GPTailor: Large Language Model Pruning Through Layer Cutting and Stitching
GPTailor searches over layer removal, layer selection, and layer merging across fine-tuned model variants to produce smaller LLMs that retain more benchmark performance than single-model pruning.