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method ID: sparsefinetuning

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Composable Sparse Fine-Tuning for Cross-Lingual Transfer

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractFine-tuning the entire set of parameters of a large pretrained model has become the mainstream approach for transfer learning. To increase its efficiency and prevent catastrophic forgetting and interference, techniques …...

39253

Parameter-Efficient Fine-Tuning without Introducing New Latency

Authors: nan

Publication: TIPSTER (2023)

DOI: nan

AbstractParameter-efficient fine-tuning (PEFT) of pre-trained language models has recently demonstrated remarkable achievements, effectively matching the performance of full fine-tuning while utilizing significantly fewer trainable parameters, and consequently addressing the storage …...

38629