Oct 9, 2023 · Abstract:We show that language model finetuning can be improved, sometimes dramatically, with a simple augmentation. NEFTune adds noise to ...

This paper introduces a method for fine-tuning large language models. The authors propose an extremely simple modification to the standard procedure, adding ...

We show that this simple trick can improve the outcome of instruction fine-tuning, often by a large margin, with no additional compute or data overhead. Noisy ...

Oct 19, 2023 · New technique claims to improve training efficiency by reducing over fitting by introducing noise in to the training process. Huggingface has ...

Mar 2, 2024 · NEFTune: Noisy Embeddings Improve Instruction Finetuning. We show that language model finetuning can be improved, sometimes dramatically, with a ...

Oct 10, 2023 · We show that this simple trick can improve the outcome of instruction fine-tuning, often by a large margin, with no additional compute or data ...

Nov 4, 2023 · Introducing random noise which is a well known regularisation technique, as part of the fine-tuning process helps to reduce overfitting.

Nov 18, 2023 · NEFTune stands out by adding noise to embedding vectors during training. This simple yet effective strategy significantly improves model ...

NEFTune: Noisy Embeddings Improve Instruction Finetuning. Neel Jain · Ping ... NEFTune adds noise to the embedding vectors during training.Standard ...

NEFTune, an approach that introduces noise to embedding vectors during training, proves to be a game-changer. For instance, when finetuning the LLaMA-2-7B model ...