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Scholarly articles for Integer Fine-tuning of Transformer-based Models.

scholar.google.com › citations
… fine-tuning pre-trained language models with integer …
Tayaranian · Cited by 5
I-vit: Integer-only quantization for efficient vision …
Li · Cited by 72
I-bert: Integer-only bert quantization
Kim · Cited by 330

[PDF] Towards Fine-tuning Pre-trained Language Models with Integer ...

aclanthology.org › 2023.findings-e...
May 2, 2023 · Here we present an integer fine-tuning method for transformer based language models such as. BERT. Unlike previous works, we use integer data.
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Fine-Tuning Transformers: Techniques for Improving Model ...

medium.com › fine-tuning-transformers-...
Jul 26, 2024 · This blog post explores various fine-tuning techniques and strategies to enhance Transformer model performance.
Missing: Integer | Show results with:Integer

SPT: Fine-Tuning Transformer-based Language Models Efficiently with ...

arxiv.org › cs
Dec 16, 2023 · We propose the SPT system to fine-tune Transformer-based models efficiently by introducing sparsity.
Missing: Integer | Show results with:Integer

Fine-tune a pretrained model - Hugging Face

huggingface.co › transformers › training
When you use a pretrained model, you train it on a dataset specific to your task. This is known as fine-tuning, an incredibly powerful training technique.
Missing: Integer | Show results with:Integer

huggingface transformers - Fine-tune a pre-trained model - Stack Overflow

stackoverflow.com › questions › fine-tun...
Jun 9, 2022 · I am new to transformer based models. I am trying to fine-tune the following model (https://huggingface.co/Chramer/remote-sensing-distilbert ...
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How big does a dataset have to be to fine-tune a transformer model for ...

www.reddit.com › comments › how_big...
May 8, 2024 · I am doing this university project where I will make a resume parser, I plan on using a bert transformer or another and fine-tune it using the spacy pipeline.
Missing: Integer | Show results with:Integer

Integer Fine-tuning of Transformer-based Models

www.catalyzex.com › paper › integer-fin...
We fine-tune BERT and ViT models on popular downstream tasks using integer layers. We show that 16-bit integer models match the floating-point baseline ...

[PDF] SPT: Fine-Tuning Transformer-based Language Models Efficiently with ...

arxiv.org › pdf
Dec 16, 2023 · We propose the SPT system to fine-tune Transformer-based models efficiently by introducing sparsity. We observe that the memory consumption of ...

Using and Finetuning Pretrained Transformers - Sebastian Raschka

sebastianraschka.com › blog › using-fine...
Apr 20, 2024 · The three most common ways to use and finetune pretrained LLMs include a feature-based approach, in-context prompting, and updating a subset of the model ...

Fine-Tune Smaller Transformer Models: Text Classification

towardsdatascience.com › fine-tune-small...
May 28, 2024 · The transformer-based model I will fine-tune here is more than 1000 times smaller than GPT-3.5 Turbo. It will perform consistently better for this use case.
Missing: Integer | Show results with:Integer