Giter VIP home page Giter VIP logo

t5-text-to-title's Introduction

Text-2-Title: A T5-Based Headline Generator

Overview

A running version of the model is hosted on Huggingface.

Collection of Jupyter Notebooks focusing on the fine-tuning of T5 for text summarization and title generation. The idea is to generate a summary short enough to be a possible title. A version of the fine-tuned model is hosted on Huggingface and can be tested directly from the browser (hosted inference API). The fine-tuned model can be downloaded and used through the Huggingface API.

Model Card

This model is a fine-tuned version of t5-small on CShorten/ML-ArXiv-Papers.

It achieves the following results on the evaluation set:

  • Train Loss: 1.9469
  • Train Lr: 0.0004
  • Validation Loss: 1.8462
  • Validation Lr: 0.0002

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • optimizer: {'name': 'Adam', 'learning_rate': 0.00015378147, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False}
  • training_precision: float32

Training results

Train Loss Train Lr Validation Loss Validation Lr Epoch
2.2534 0.0005 1.9839 0.0007 0
1.9469 0.0004 1.8462 0.0002 1

Framework versions

  • Transformers 4.21.3
  • TensorFlow 2.10.0
  • Datasets 2.4.0
  • Tokenizers 0.12.1

t5-text-to-title's People

Contributors

edowhite avatar

Stargazers

Umar Igan avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.