Efficient Few-Shot Learning Without Prompts
Paper
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2209.11055
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Published
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3
NLP Parameter Efficient Finetuning
Explore research optimizing NLP models for maximum performance with minimal computational resources.
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Parameter-Efficient Transfer Learning for NLP
Paper • 1902.00751 • Published • 1 -
GPT Understands, Too
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The Power of Scale for Parameter-Efficient Prompt Tuning
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LoRA: Low-Rank Adaptation of Large Language Models
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QLoRA: Efficient Finetuning of Quantized LLMs
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Stack More Layers Differently: High-Rank Training Through Low-Rank Updates
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QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models
Paper • 2309.14717 • Published • 44 -
DoRA: Weight-Decomposed Low-Rank Adaptation
Paper • 2402.09353 • Published • 26 -
ReFT: Representation Finetuning for Language Models
Paper • 2404.03592 • Published • 90