Home › Categories › Technology› Scaling Down To Scale Up: A Guide To Parameter-Efficient Fine-Tuning

Scaling Down To Scale Up: A Guide To Parameter-Efficient Fine-Tuning.pdf

2303.15647.pdf
Preview of Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning
🔗 Source: arxiv.org
📊 Size: 1.62 MB
📄 Pages: 57 pages
⬇️ Downloads: 191

Summary

The authors provide a taxonomy of methods, compare 15 diverse methods, and evaluate their performance and efficiency on models up to 11B parameters. They find that methods previously shown to surpass a strong LoRA baseline struggle in resource-constrained settings and exhibit high hyperparameter sensitivity. The study highlights the need for efficient fine-tuning methods due to the limitations of in-context learning and the impracticality of fine-tuning large models. The authors provide practical recommendations for using PEFT methods and outline potential future research directions.

Download File

Description

The authors provide a taxonomy of methods, compare 15 diverse methods, and evaluate their performance and efficiency on models up to 11B parameters.

Technical Information

  • File Format: PDF
  • File Size: 1.62 MB
  • Pages: 57
  • Language: EN
  • Total Downloads: 191
  • Last Updated: 2 hours ago

Document Overview

This PDF document about Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning provides comprehensive information and guidance. Whether you're a beginner or advanced user, this resource offers valuable insights into Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning.

Related Topics

If you're interested in Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning, you might also want to explore:

Scaling guideScaling tutorialDown guideDown tutorialScale guideScale tutorialGuide guideGuide tutorialParameter-Efficient guideParameter-Efficient tutorialFine-Tuning guideFine-Tuning tutorial

Related Categories

Business & Finance
41204 documents
Education & Learning
22711 documents
Health & Wellness
8956 documents

Related Documents

Preview of ???? Paper
PDF file

???? Paper

238 KBEN10 pages
Researchers propose a neural architecture search (NAS) method for parameter-efficient fine-tuning of large pre-trained language models, using...
Download
Preview of Buying & Selling Guide
PDF file

Buying & Selling Guide

32.96 MBEN2 pages
Selling and buying a home at the same time involves several steps, including determining search criteria, preparing the house for sale, conducting...
Download
Preview of Fine-Tuning Models
PDF file

Fine-Tuning Models

944 KBDaniel M. Ziegler* , Nisan Stiennon* , Jeffrey Wu , Tom B. Brown , Alec Radford , Dario Amodei , PauEN26 pages
Researchers fine-tuned language models using reinforcement learning from human preferences, achieving good results on stylistic continuation and...
Download
Preview of Fine-Tuning Argument
PDF file

Fine-Tuning Argument

560 KBDan Cavedon-TaylorEN8 pages
Dan Cavedon-Taylor argues against Neil Sinhababu's claim that the fine-tuning argument for God's existence is flawed because the universe is not...
Download
Preview of Corpus-Guided Top-Down Synthesis for Efficient Library Learning
PDF file

Corpus-Guided Top-Down Synthesis for Efficient Library Learning

4.04 MBEN42 pages
This approach is implemented in the tool Stitch.
Download

Download Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning eBooks for free and learn more about Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning. These books contain exercises and tutorials to improve your practical skills, at all levels!

Not satisfied with this document? We have related documents to Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning, try searching with similar keywords: Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning, Horizontal Scaling Vs Vertical Scaling, Scaling Scaling Php Applications, Parameter Parameter Limbah Cair, Tuning Forks And Fractures How To Use A Tuning, Tuning Interior Tuning Design, Tuning Motor Party Tuning Sport, Billy C Langley Fine Tuning Air Conditioning And R

You can download PDF versions of the user's guide, manuals and ebooks about Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning, you can also find and download for free A free online manual (notices) with beginner and intermediate, Downloads Documentation, You can download PDF files (or DOC and PPT) about Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning for free, but please respect copyrighted ebooks.